Graphs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import pylab\n",
    "import pylab as pl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv(\"Employeechurn.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram function definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "def histogram(data, x_label, y_label, title):\n",
    "    \"\"\"Histogram function definition consist of all parameters to define the characterstics of histograms \"\"\"\n",
    "    _, ax = plt.subplots()\n",
    "    ax.hist(data, color = '#539caf',bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "    ax.set_ylabel(y_label)\n",
    "    ax.set_xlabel(x_label)\n",
    "    ax.set_title(title)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = histogram(data = dataset['Age']\n",
    "           , x_label = 'Age'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Age vs Attrition')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a1 = dataset['Age'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in a1.flatten():\n",
    "    ax.set_xlabel(\"Age\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daily Rate vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = histogram(data = dataset['DailyRate']\n",
    "           , x_label = 'Daily Rate'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Daily Rate vs Attrition')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "b1 = dataset['DailyRate'].hist(by=dataset['Attrition'],bins= 8,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in b1.flatten():\n",
    "    ax.set_xlabel(\"DailyRates\")\n",
    "    ax.set_ylabel(\"Attrition\")\n",
    "#plt.show(b1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distance from Home vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = histogram(data = dataset['DistanceFromHome']\n",
    "           , x_label = 'Distance From Home'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Distance From Home vs Attrition')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c1 = dataset['DistanceFromHome'].hist(by=dataset['Attrition'],bins= 8,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in c1.flatten():\n",
    "    ax.set_xlabel(\"Distance From Home\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HourlyRate vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = histogram(data = dataset['HourlyRate']\n",
    "           , x_label = 'Hourly Rate'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'HourlyRate vs Attrition')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d1 = dataset['HourlyRate'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in d1.flatten():\n",
    "    ax.set_xlabel(\"HourlyRate\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MonthlyIncome vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = histogram(data = dataset['MonthlyIncome']\n",
    "           , x_label = 'Monthly Income'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'MonthlyIncome vs Attrition')\n",
    "e1 = dataset['MonthlyIncome'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in e1.flatten():\n",
    "    ax.set_xlabel(\"Monthly Income\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MonthlyRate vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = histogram(data = dataset['MonthlyRate']\n",
    "           , x_label = 'Monthly Rate'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'MonthlyRate vs Attrition')\n",
    "f1 = dataset['MonthlyRate'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in f1.flatten():\n",
    "    ax.set_xlabel(\"Monthly Rate\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of Companies Worked vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = histogram(data = dataset['NumCompaniesWorked']\n",
    "           , x_label = 'Number of CompaniesWorked'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'NumCompaniesWorked vs Attrition')\n",
    "g1 = dataset['NumCompaniesWorked'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in g1.flatten():\n",
    "    ax.set_xlabel(\"Number of CompaniesWorked\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Percent Salary Hike vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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HXgBMGjK+uz0wod2BRfSC5En0s5HmQB4HbFse0zi+uxZ4TTuDiughyZPoWyPNgfwI+JGk+baXdTCmiJ6RPIl+NtIQ1udsvw/4kqSNziaxfXhbI4voAcmT6GcjDWF9o/z52U4EEtGjkifRt0YawlokaQLwTttv6mBMET1jtHkiaQ+K5Q52A/4KzLX9+eHWzRmzwCPGwIin8dpeT3F2yeM6FE9EzxllnqwDPmD76cDzgGMlPYPH1s3ZG7iy3I7oKq3cTPFO4KeSLgX+MNiYWzREbOBOKuRJeb+3weUNHpK0lGIZg1dS3AYIinVzrqZYeC2ia7RSQO4pH1vw2GmKuUVDxIZGnSeSpgP7Adcy/Lo5EV2jlQLyK9sXNTZIeu1wB0f0qVHliaRtgYuB99leO3gzxhZeNweYAzBt2rTWo40YA63cyuTEFtsi+lnlPJG0FUXxONf2t8vmVYNLOg9ZN2cDtufaHrA9MGnSpAphR1Q30nUgL6O4vfoUSV9o2LU9xcRfRN8bbZ6o6GqcAywdMl8y3Lo5EV1jpCGse4CFwOHAoob2h4D3tzOoiB4y2jw5AHgzcFPDGuofZfh1cyK6xkjXgdwI3ChpV9sLGvdJei/w+XYHNx5NnjqNe1fcvVH7blP2YOXyu2qIKEZjtHli+ycUS+A2s9G6ORHdpJVJ9NcDnx7SdhQpIJXcu+Ju9jzhso3al506q4ZoYgwlT6LvjDQHMht4A7BXeW77oO2B37U7sIhekDyJfjZSD+RnFBc4TQROa2g38Lp2BhXRQ5In0bdGmgNZBiwDni9pBsW3rCOA31KcchjR95In0c9GGsLah2JcdzZwH8WN3WT7wNH8QklPLd9r0JOBfwN2AN4JrCnbP2r78tH8roh2a1eeRPSCkS4kvJXiLJBX2H6h7S8C60f7C23/2vYM2zOAZwN/BC4pd58xuC/FI3pEW/KkX0yeOg1JGzwmT80V9b1ipDmQf6H4ZnWVpO8B32T40w2rejFwu+1lrd66IaLLdCJPxq1mZyXmjMTeMWwPxPYltl8HPI3iTqDvB3aVdKakQ8bo978eOL9h+zhJSyTNk7TjGP2OvpZveO3VoTyJ6EqbvA7E9h+Ac4Fzy0VuXkuxNsEPRvOLy7UTDuex+wWdCXyS4uyVT1Kc0fK2Jq/LzeM2Q77hdUa78iSim7VyM8W/sX2/7a/aPmgMfvfLgBtsryrfe5Xt9bb/CpwF7D9MDLl5XHS1Mc6TiK61WQVkjM2mYfhq8M6jpVcDN3c8ooiIaFkrtzIZc5KeCBwMHN3Q/OnyPHpTrO52dJOXRkREl6ilgNj+I7DzkLY31xFLRERUU+cQVkRE9LAUkIiIqCQFJCIiKkkB6UG5OHD8KC+aXS3p5oa2kyWtkLS4fBxWZ4wRw6llEj1Gp10XBzZbLTErJbbdfOBLwNeHtJ9h+7OdDyeidSkg8Te5ar3zbF8jaXrdcURUkSGsiO6U+8JF10sBieg+ZwJPAWZQrHZ42nAHSpojaaGkhWvWrBnusIi2SAHpFhO2ysR4AK3fF648NveGi9pkDqRbrP9L5h8CKO4LZ3tluZn7wkXXSgGJqJGk84GZwERJy4GTgJm5L1z0ghSQiBrZnt2k+ZyOBxJRQeZAIqK7NJkPHG5OsNlFtZk/7Jz0QCKiuzSZD4Tmc4LNrl0a7tgYe+mBREREJSkgERFRSQpIRERUkgISEX0hE+5jL5PoEdEXMuE+9tIDiYiISmrrgUi6E3gIWA+ssz0gaSfgAmA6xRW4R9h+oK4YIyJieHX3QA60PcP2QLn9EeBK23sDV5bbERHRheouIEO9ElhQPl8AvKrGWCIi2q6XJ/frnEQ38ANJBr5qey6w6+BdSG2vlLRLjfFFRLRdL0/u11lADrB9T1kkrpB0aysvkjQHmAMwbVr3V+iIiPGqtiEs2/eUP1cDl1AsmrNK0mQo1kQAVjd5XRbQiYjoArUUEEnbSNpu8DlwCMWiOZcCR5aHHQl8p474YtOajdv2wphtRIyduoawdgUukTQYw3m2vyfpeuBCSW8H7gJeW1N8sQnNxm17Ycw2IsZOLQXE9h3Avk3a7wNe3PmIIuohaR4wC1ht+5llW66Hip7QbafxRvSb+cChQ9pyPVT0hBSQiBrZvga4f0hzroeKnpACErXIJPyINrgeCsj1UNGVcjfeGDvlWtZD7TZlD1Yuv2uDtkzCj41cFxV1SgGJsbMZa1nHiFZJmlzejaHp9VCDyjs4zAUYGBhwpwKMgAxhRXSjXA8VPSEFJKJGks4Hfg48VdLy8hqoU4CDJf0GOLjcjug6GcKKqJHt2cPsyvVQ0fXSA4mIGCJnCbYmPZCIiCFylmBr0gOJiIhKUkAiIqKSFJCIiKgkBSQiIipJAYmIiEpSQCIiopIUkIiIqCQFJCIiKkkBiYgYhX6+aj1XokdEjEI/X7Xe8R6IpD0kXSVpqaRbJL23bD9Z0gpJi8vHYZ2OLSIiWldHD2Qd8AHbN0jaDlgk6Ypy3xm2P1tDTBERsZk6XkDKNZ4H13t+SNJSYEqn44iIiNGpdRJd0nRgP+Dasuk4SUskzZO0Y22BRUR0oWYT9sNN2m/OsVXVNokuaVvgYuB9ttdKOhP4JODy52nA25q8bg4wB2DatP440yH6k6Q7gYeA9cA62wP1RhR1azZhD80n7Tfn2Kpq6YFI2oqieJxr+9sAtlfZXm/7r8BZwP7NXmt7ru0B2wOTJk3qXNAR9TjQ9owUj+hGdZyFJeAcYKnt0xvaJzcc9mrg5k7HFhERraujB3IA8GbgoCGn7H5a0k2SlgAHAu+vIbboQn18oZaBH0haVA7dRnSVOs7C+gmgJrsu73Qs0Rv6+EKtA2zfI2kX4ApJt9q+pvGAzAl2qQlbUQy2bGi3KXuwcvldNQTUHrkSPaJL2b6n/Lla0iUU84LXDDlmLjAXYGBgwB0PMppb/5e2T2B3g9wLK6ILSdqmvNAWSdsAh5B5wegy6YFEdKddgUvKYZAtgfNsf6/ekCI2lAIS0YVs3wHsW3ccESPJEFaMe524IjeiH6UHEuNeJ67IjehH6YFEREQlKSAxrjQbroqI9sgQVowrfXzRYUTHpQcSERGVpIBEREQlKSAREVFJCkhERFSSAhIREZWkgERERCUpIBERUUkKSEREVJICEhERlaSAREREJSkgERH9pFyvfSyWNui6e2FJOhT4PDABONv2KTWHFFGL5EK0RZP12qveL66reiCSJgD/B3gZ8AxgtqRn1BtVROclF6IXdFUBAfYHbrN9h+0/A98EXllzTBF1SC5E1+u2AjIFuLthe3nZFtFvkgvR9WS77hj+RtJrgZfafke5/WZgf9vvbjhmDjCn3Hwq8OuOBzp6E4Hf1R3EKI33z7Cn7UmdDKZRK7lQticf6tfr8UPFXOi2SfTlwB4N21OBexoPsD0XmNvJoMaapIW2B+qOYzTyGdpuk7kAyYdu0OvxQ/XP0G1DWNcDe0vaS9LjgNcDl9YcU0QdkgvR9bqqB2J7naTjgO9TnLo4z/YtNYcV0XHJhegFXVVAAGxfDlxedxxt1tNDDqV8hjbrk1yALv93aEGvxw8VP0NXTaJHRETv6LY5kIiI6BEpIBERUUkKSEREVJICEhERlaSAxCZJepKkUyTdKum+8rG0bNuh7vhaUd7ZdvD5kySdI2mJpPMk7VpnbNE7kgsbSgFps3HyP64LgQeAmbZ3tr0zcGDZdlGtkbXu3xuenwasBF5BccHeV2uJqA+Ng3xILjTIabxtJukG2/+jfH42cC9wFvDPwD/ZflWd8bVC0q9tP3Vz93WTIf8Oi23PaNi3wXa0T6/nQ3JhQ113IeE4N9Dwj3OGpCNrjaZ1yyR9GFhgexVA+W3xKDa8Y2w320XS8YCA7SXJj317Sk+8Hr2YD8mFBkmc9ttF0vGSPkD5j9Wwr1f++78O2Bn4kaQHJN0PXA3sBBxRZ2Cb4SxgO2BbYAHF3UeRtBuwuMa4+k2v50NyoUGGsNpM0klDmr5se035j/Vp22+pI67NJelpFHeE/YXthxvaD7X9vfoia135GaYA1/bqZ+h14yEfkgsN75MCUh9Jb7X9tbrj2BRJ7wGOBZYCM4D32v5Oue9v46ndTNK7gePo4c8w3vVCPiQXNpQ5kHp9HOjqhCm9E3i27YclTQe+JWm67c9TjKP2gjn0/mcY73ohH5ILDVJA2kzSkuF2Ab1w2iLAhMFuru07Jc2k+KPbk95JmvHwGXreOMiH8fB3NGafIQWk/XYFXkpxnngjAT/rfDiV3Ctphu3FAOU3l1nAPOAf6g2tZePhM4wHvZ4P4+HvaMw+QwpI+10GbDv4j9VI0tWdD6eStwDrGhtsrwPeIqlXLsIbD59hPOj1fBgPf0dj9hkyiR4REZX0wnnXERHRhVJAIiKikhSQFklaL2mxpJslXSTpiTXF8b7hfrekWZJ+KelGSb+SdPQm3usoSV9qQ4wzJV02pG2+pNeUz8+W9Izy+cPN3iO6W/Jhs2Ict/mQAtK6R2zPsP1M4M/AMa2+UNKEMYzjfcBGCSNpK2Au8Arb+wL7UdxiYcxIGpOTLmy/w/avxuK9ojbJh+RDCkhFPwb+DkDSmyRdV34b++pgckh6WNInJF0LPF/ScyT9rPw2dJ2k7SRNkPQZSderuKX10eVrZ0q6WtK3VKw7cK4K7wF2B66SdNWQmLajOKvuPgDbj9r+dfl+r5B0bflt7Idqctvs4Y6RdLKkuZJ+AHxd0o8lNd6986eSnrU5//HKzzYwpG2ipJ9Lenm5/aGG/y4f35z3j45LPjz2uv7KB9t5tPAAHi5/bgl8B3gX8HTgu8BW5b4vA28pnxs4onz+OOAO4Dnl9vbl+8wBPla2PR5YCOwFzAR+T3G/nS2AnwMvLI+7E5g4TIxnA6uB84E3AluU7Tvy2Bl37wBOK58fBXxpE8ecDCwCti63jwQ+Vz7fB1jYJI7B+Bc3PO4HXlPuv5riTqwAD1NcG3AtcHDZdgjFt0eVn/8y4EV1/w3kkXxIPmz4yHUgrdta0uC56z8GzqG8JQBwvYqbim5N8QcLsB64uHz+VGCl7esBbK8FkHQI8KzBsVDgScDeFEMC19leXh63GJgO/GSkAG2/Q9I/AC8BPggcTJEUU4ELJE2mSN7fNnn5SMdcavuR8vlFwP+S9CHgbcD8YcL5se1ZgxuShjtuK+BK4FjbPyrbDikfvyy3t6X473LNMO8RnZd8KPR1PqSAtO4RD1loRUWWLLB9YpPj/2R7/eChFN/AhhLwbtvfH/K+M4FHG5rW0+K/le2bgJskfYPij/4o4IvA6bYvLd/75CYvHemYPzS8/x8lXQG8kuL21Rt0vStYR/GN7qXAYMII+N+2e+XCrH6UfCD5kDmQ0bkSeI2kXQAk7aTifjJD3QrsLuk55XHbqZiA+z7wLhUTfkjaR9I2m/idD1GM725A0rblH/qgGcCy8vmTgBXl8+EW7WnlmEFnA18Arrd9/yaO3RRTfHN7mqSPlG3fB94maVsASVMG/xtHV0s+9Fk+pAcyCrZ/JeljwA8kbQH8heJWz8uGHPdnSa8Dvihpa+ARim712RRd8RvKb29rgE0t6TkX+E9JK20f2NAu4MMqbkXwCMW3pKPKfScDF0laAfyCYlx5qFaOGfw8iyStZYzunGp7vaTXA9+VtNb2lyU9Hfh5ORTyMPAmHhsOiS6UfOi/fMitTGKzSdqdYuLvabb/WnM4EbXq53zIEFZsFklvoThD5F/7LVkihur3fEgPJCIiKkkPJCIiKkkBiYiISlJAIiKikhSQiIioJAUkIiIqSQGJiIhK/j/giKgXame7qwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = histogram(data = dataset['PercentSalaryHike']\n",
    "           , x_label = 'Percent Salary Hike'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'PercentSalaryHike vs Attrition')\n",
    "h1 = dataset['PercentSalaryHike'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in h1.flatten():\n",
    "    ax.set_xlabel(\"Percent Salary Hike\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total Working Years vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1KWwKjM7LlPsVHgWOqjIoMzOrR6s+hRuAGyRdGBH3dzAmMzOrSavmozMj4oPAVyWtdbVRRLy50sjMzKzjWjUfXZTfv9yJQMzMrH6tmo/mSBoFvDsi3t7BmMzMrCYtL0mNiGdJVx9t2qF4zMysRu0MiHcfcIukK4HHG4Ue5sLMbORpJykszq+NWHNpqoe5MDMbgdpJCndFxH+WCyQdXVE8ZmZWo3aGuTi5zTIzMxvmWt2ncDBwCDBR0lmlWWOAVVUHZmZmndeq+Wgx0Ae8GZhTKl8JfKjKoMzMrB6t7lOYB8yTND4iZpXnSfoA8O9VB2dmZp3VTp/CsU3K/mEDx2FmZl2gVZ/CccBbgR3zPQoNY4AVVQdmZmad16pP4ZfAEmAscHqpPIC3VBmUmZnVo1Wfwv3A/cArJU0j1RqOAf4IXN6Z8MzMrJNaNR/tSupPOA74C3ApoIh4TYdiMzOzDmvVfHQPcBPwpohYACDJl6KamY1gra4+OhJ4ALhe0jclvRZQuxuWdIGkZZLml8q2k3SNpN/l921zuSSdJWmBpDsk7bmuX8jMzNbdgEkhImZHxFuAFwG/IN2wNl7SuZLe0Ma2LwQO6ld2EnBtROwCXJunAQ4GdsmvmcC5Q/gOZma2gQx6n0JEPB4R342IQ4EdgLms+TFvtd6NwIP9ig8DGjfCzQIOL5V/O5JfAdtImtDmdzAzsw2knZvXChHxYER8IyIOXMf9jY+IJXlbS4Dtc/lEYGFpuUW5bC2SZkrqk9S3fPnydQzDzMyaGVJSqFCzvoqmz2yIiPMiYnpETB83blzFYZmZ9ZZOJ4WljWah/L4sly8CJpWW24E0IJ+ZmXVQp5PClcCM/HkGcEWp/J35KqR9gEcazUxmZtY57Tx5bZ1Iuhh4NTBW0iLgFOA04DJJxwN/AhpPcLuK9OyGBcATwLuqisvMzAZWWVKIiOMGmPXaJssGcGJVsZiZWXu6paPZzMy6QM8mhYmTJiNpSK+JkybXHbaZWaUqaz7qdosXLeTI82cPaZ3LTziiomjMzLpDz9YUzMxsbU4KZmZWcFIwM7OCk4KZmRWcFMzMrOCkYGZmBScFMzMr9Ox9CiPBRhtvgtT2E1LNzAblpDCMrV71zJBuwPPNd2Y2GDcfmZlZwUnBzMwKTgpmZlZwUjAzs4KTgpmZFZwUhqBxCaifv2BmI5UvSR0CXwJqZiOdawpmZlZwUrARbaiPXXWTn/U6Nx/ZiDbUx666yc96nWsKZmZWcFKwWrl5x6y7uPnIauXmHbPu4pqCmZkVXFOokJ93YGbDjZNChXyzm5kNN24+MjOzgpOCmZkVnBTMzKzgpGBmZgUnBTMzKzgpmHWY7+K2blbLJamS7gNWAs8CqyJiuqTtgEuBKcB9wDER8VAd8ZlVyXdxWzers6bwmoiYFhHT8/RJwLURsQtwbZ42M7MO6qbmo8OAWfnzLODwGmMxM+tJdSWFAK6WNEfSzFw2PiKWAOT37ZutKGmmpD5JfcuXL+9QuGZmvaGupLBfROwJHAycKOmAdleMiPMiYnpETB83blx1EVpPaoxX5Y5g61W1dDRHxOL8vkzSbGAvYKmkCRGxRNIEYFkdsdn6Ge6DAA51vCpwR7CNLB1PCpK2BDaKiJX58xuATwNXAjOA0/L7FZ2OzdafBwE0G97qqCmMB2bns8mNge9FxE8l3QZcJul44E/A0TXEZmbW0zqeFCLiD8BLm5T/BXhtp+MxM7M1uumSVDMzq5mTgpmZFZwUzMys4Mdx2rAy3C95Net2Tgo2rPiSV7NqufnIzMwKTgpmZlZwUjAzs4KTgpmZFZwUzMys4KRgNsL4GdC2PnxJqtkI42dA2/pwUjBbT76hzkYSJwWz9eQb6mwkcZ+CmZkVnBTMzKzgpGBmZgUnBTMzKzgpmJlZwVcfmXU5X/JqneSkYNblqr7kdahJ5wU7TOLPC/80pH3Y8OGkYNbjfJ+FlblPwczMCk4KZlY5D9I3fLj5yMwqV/UgfRMnTWbxooVtL+9+kYE5KZjZsOeRYTccJwUzGxJfIjuyOSmY2ZAM9Wol8Jn5cOKOZjMzKzgpmJlZwc1HZtZ13G9RHycFM+s6HtqjPk4KZtZzPLTHwNynYGY2iEbNot3XJptvMaTlu+kubtcUzMwGsS41i+F62W7X1RQkHSTpXkkLJJ1UdzxmZr2kq5KCpFHAOcDBwFTgOElT643KzKx6Q22iqqq5qduaj/YCFkTEHwAkXQIcBtxVa1RmZhXrls5vRUQlG14Xko4CDoqIE/L0O4C9I+L9pWVmAjPz5G7Aveu4u7HAivUItyrdGhd0b2yOa2gc19CMxLheGBHjms3otppCswuHn5O1IuI84Lz13pHUFxHT13c7G1q3xgXdG5vjGhrHNTS9FldX9SkAi4BJpekdgMU1xWJm1nO6LSncBuwiaUdJmwLHAlfWHJOZWc/oquajiFgl6f3Az4BRwAURcWdFu1vvJqiKdGtc0L2xOa6hcVxD01NxdVVHs5mZ1avbmo/MzKxGTgpmZlboyaTQrUNpSLpP0m8lzZXUV2McF0haJml+qWw7SddI+l1+37ZL4jpV0p/zMZsr6ZAa4pok6XpJd0u6U9IHcnmtx6xFXLUeM0mbS7pV0rwc16dy+Y6Sfp2P16X5YpNuiOtCSX8sHa9pnYyrFN8oSb+R9OM8Xc3xioieepE6sH8P7ARsCswDptYdV47tPmBsF8RxALAnML9U9kXgpPz5JOALXRLXqcC/1Hy8JgB75s9bAf9DGqal1mPWIq5ajxnpfqTR+fMmwK+BfYDLgGNz+deB93VJXBcCR9X5byzH9GHge8CP83Qlx6sXawrFUBoR8TTQGErDsoi4EXiwX/FhwKz8eRZweEeDYsC4ahcRSyLi9vx5JXA3MJGaj1mLuGoVyWN5cpP8CuBA4Pu5vI7jNVBctZO0A/BG4Pw8LSo6Xr2YFCYCC0vTi+iC/yhZAFdLmpOH8+gm4yNiCaQfG2D7muMpe7+kO3LzUsebtcokTQFeRjrL7Jpj1i8uqPmY5aaQucAy4BpS7f3hiFiVF6nl/2X/uCKicbw+l4/XGZI263RcwJnAvwKr8/TzqOh49WJSGHQojRrtFxF7kkaJPVHSAXUHNAycC+wMTAOWAKfXFYik0cDlwAcj4tG64uivSVy1H7OIeDYippFGLdgLeHGzxTob1dpxSXoJcDLwIuAVwHbARzsZk6RDgWURMadc3GTRDXK8ejEpdO1QGhGxOL8vA2aT/rN0i6WSJgDk92U1xwNARCzN/5FXA9+kpmMmaRPSD+93I+IHubj2Y9Ysrm45ZjmWh4FfkNrut5HUuKG21v+XpbgOys1wERFPAf9B54/XfsCbJd1Hau4+kFRzqOR49WJS6MqhNCRtKWmrxmfgDcD81mt11JXAjPx5BnBFjbEUGj+62RHUcMxy++63gLsj4iulWbUes4HiqvuYSRonaZv8eQvgdaT+juuBo/JidRyvZnHdU0rsIrXbd/R4RcTJEbFDREwh/V5dFxFvo6rjVXePeh0v4BDSlRi/Bz5edzw5pp1IV0LNA+6sMy7gYlKzwjOkmtXxpDbMa4Hf5fftuiSui4DfAneQfoQn1BDX/qSq+x3A3Pw6pO5j1iKuWo8Z8LfAb/L+5wOfzOU7AbcCC4D/BDbrkriuy8drPvAd8hVKdbyAV7Pm6qNKjpeHuTAzs0IvNh+ZmdkAnBTMzKzgpGBmZgUnBTMzKzgpmJlZwUnBupqk55VGp3yg3+iea40KmUcmfW8b291Y0sP584/yXaONeb9XafRcSVdIevMQYn6dpB82KT9C0kfa3U6/db8o6XOl6R1znGPWZXtmA3FSsK4WEX+JiGmRhh74OnBGYzrSgIb9bQcMmhT6+SWwL4Ck8cDDwCtL8/fJywyqdIfpWiJidkR8aYixNZwKHC1ptzx9FvCxWM/hNFrFa73JScGGLUn/Kml+fv1TLj4N2C3XJE6TNEbSdZJuzwOaHdpkU7eQk0J+/yHwgryPXUgDj62QtIWkWUrPvLi9MTaVpBMkXZLHuf9Jvxj3zstOycudmcu/I+nfJf1S0h8kHZHLR0n6utJ4/j+S9FNJh0fEE8C/AF/NtZZNI+LSvM4+km7MAyleJWn7XH6ipNvy975U0ua5/BJJX5b0C+Azkl6v9AyBeTnWzTfE38eGJ58l2LAkaS/gbaRxaEYBt0q6gfTcgr/JNYvG2D+HRcTK/GN5C/Djfpu7DZiWz5r3BX4GTJW0K6nGcEte7p+BpyNiD0m7A1flpEFeblpEPCTpdXnfrwLOAN4cEYvSKAnPsT1pXJs9SGPjzwaOJo12uQfwfNLwD18HiIgrJR1PGj65UbPZHPgKcGhEPChpBqlW8Y/AJRFxTl7uy8A7SGMdAewIHBgRqyVdA/y/iJiTh1ppVgOzHuGkYMPVq4DL8xk0uQ1/f+DqfssJ+IKk/UnDDk+SNJbURARARDwp6V7SqKF7A58hPYxmX9KPfaPpaH/gS3mdOyUtBv4mz7s6Ih4q7fclwNeA10fEAwN8hx9GGlLgDkmNYY/3By6LNFjd4pzoys4BFBELSvuZClyXk84o0sOaICW6TwFbA2NISaehsQ9ISe9sSd8jHdOVA8RrPcDNRzZcNRs6uJl3kn4U98y1hxVAs+aRX5LGldk8t9P/ipQU9mVNTaHVPh/vN72YdMbd6tGNT5U+q9/7QFazZkz9xvK/KfWz7BERb8rzvg28OyL2AD7Pc793EW9EnAq8j5Q4+iTtNEgMNoI5KdhwdSNwRG7nH016ytlNwErSoycbtiaNRb9K0usZ+EEkt5B+GH+Tp39Dqo08H7intM+3AUh6Melxlwto7kHgUOCLuRmpXTcDRymZQHoEaSvzgSmSXp7j2lTSVKVqw/8hDd+9KfDWgTYgaeeImBcR/0Ya+G3XIcRrI4ybj2xYiohbJV1M6g8AODcifgsgqU/Sb4H/IrW3/0hSH3A7acTSZm4hjTr533n7z0j6C/CHWDNq5NnAN/K2nwHeGRFPN+kraMS4JHcKXyXpnW1+tctI4+XPB+4lPSntkYEWzk1fRwNn5eQ4CvhSRNwl6VSgD7g/b2+gk8CPStqXVAOZSxrR1XqUR0k16zKSRkfEY5LGkZLC3hGxvO64rDe4pmDWfX6Sb0rbBDjFCcE6yTUFMzMruKPZzMwKTgpmZlZwUjAzs4KTgpmZFZwUzMys8L9HS9R5DwHO2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = histogram(data = dataset['TotalWorkingYears']\n",
    "           , x_label = 'TotalWorkingYears'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'TotalWorkingYears vs Attrition')\n",
    "i1 = dataset['TotalWorkingYears'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in i1.flatten():\n",
    "    ax.set_xlabel(\"Total Working Years\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training Times Last Year vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "j = histogram(data = dataset['TrainingTimesLastYear']\n",
    "           , x_label = 'TrainingTimesLastYear'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'TrainingTimesLastYear vs Attrition')\n",
    "j1 = dataset['TotalWorkingYears'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in j1.flatten():\n",
    "    ax.set_xlabel(\"Training Times Last Year\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Years At Company vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dg0s6Fxi4RN+rLNsBuBiYBdwLHGf7sfLG4eeBw4CngPdmKOyou7GoJ0M4FbhI0qeBnzDEbJ4RVRquCetztj8EfEHSFpfGto9s4fjnAV8Azm8oOw24zvYCSaeVn08FDgVml6/9KLos7kdEjY1RPRnY9gbghnL5HmDfMQozoiOGe5Dwq+X737d7cNvflTRrUPFRwAHl8mKKCnNqWX6+bQM/lLS9pGm2V7f7/RFdMOp6EtGrhmvCWlY+Hfs+2+8aw+/cZSAp2F4taeeyfDpwf8N2A10Xk0CitjpYTyJqb9huvLY3UvQu2aYLsbTUdXHU3RYnTUHSZq+I0ehyPYmojVYGU7wX+L6kq4BfDBSOYiiTNQNNU5KmAWvL8n5g14btmnZdHHW3xY3PsNupV29WtGrhESM+TMQg9zK29SSi9lp5kPBB4Opy27EYyuQqim6JsHn3xKuA96jwOuCJ3P+IHjLW9SSi9lq5ArnN9qWNBZKObeXgkpZQ3DDfSVI/cAawALhE0onAfcDAsa6h6MJ7F0U33hNa+Y6Immi7nkT0qlYSyMeAS1so24LtuUOsOqjJtgZOaiGeiDpqu55E9KrhngM5lOKKYLqkf2hY9SJgQ/O9IiaW1JOYyIa7AnmQYoKbI4HGgd6eBD7cyaAiekjqSUxYwz0H8lPgp5J2sb24cZ2kUyiGHYmY0FJPYiJrpRfW8U3K3jvGcUT0utSTmHCGuwcyF3gHsHvZt33Ai4CHOx1YRC9IPYmJbLh7ID+gGEZkJ+CzDeUG3t7JoCJ6SOpJTFjD3QNZBawCXi9pDsWvrOOA/wYu7054EfWWehIT2XBNWK+gaNedCzxCMYeHbL+5S7FF1F7qSUxkwzVh3Q78J/AHtu8CkJRuiRGbSz2JCWu4Xlh/BDwEXC/pS5IOovmIuRETWepJTFhDJhDbV9h+O/A7FJM+fRjYRdLZkt7apfgiai31JCayrT4HYvsXti+0fQTFEOvLKaahjYhS6klMRK08SPgbth+1/c+2D+xUQBG9biT1RNK2kn4k6aeSVkj6ZFm+u6QbJd0p6eJMVhV1NKIEEhFj7mngQNt7A3OAQ8r5cBYCZ9meDTwGnFhhjBFNJYFEVMiFn5cfp5QvAwcCl5Xli4GjKwgvYlhJIBEVkzRJ0nKK6Z2vBe4GHrc9MBx8PzC9qvgihpIEElEx2xttz6G4+b4v8MpmmzXbV9J8SUslLV23bl3HYpw2YyaSNntNmzGzY98XvaGVGQnHlKQ9KJ7WHfAy4OPA9sD7gIFacLrta7ocXkRlbD8u6QbgdcD2kiaXVyEzKOYdabbPImARQF9fX9MkMxYeeuB+djv16s3KVi08olNfFz2i61cgtu+wPaf8xfVaivnPryhXnzWwLskjJgJJUyVtXy4/D3gLsBK4HvjjcrN5wJXVRBgxtK5fgQxyEHC37VVSHt6NCWkasFjSJIofdJfYvlrSbcBFkj4N/AQ4p8ogI5qpOoEcDyxp+HyypPdQTBH6UduPVRNWRHfYvhnYp0n5PRT3QyJqq7Kb6OWDUUcCl5ZFZwMvp+gLv5rN51Zo3K8rNw0jImJ4VfbCOhS4yfYaANtryt4ozwJfYohfX7YX2e6z3Td16tQuhhsREY2qTCBzaWi+kjStYd0xwK1djygiIlpWyT0QSc8HDgbe31D8t+WMbgbuHbQuIiJqppIEYvspYMdBZe+uIpYxMWkK6UUWERNN1b2wxoeNz2zxkBXkQauIGN8ylElERLQlCSQiItqSBBIREW1JAomIiLYkgURERFuSQCIioi1JIBER0ZYkkIiIaEsSSEREtCUJJCIi2pIEEhERbUkCiYiItiSBRFRI0q6Srpe0UtIKSaeU5TtIulbSneX7S6qONWKwJJCIam0APmr7lcDrgJMk7QmcBlxnezZwXfk5olaSQCIqZHu17ZvK5SeBlcB04ChgcbnZYuDoaiKMGFoSSERNSJoF7APcCOxiezUUSQbYubrIIpqrLIFIulfSLZKWS1palqXdNyYkSS8ALgc+ZHv9CPabL2mppKXr1q3rXICjNG3GTCRt8Zo2Y2bVocUoVD0j4ZttP9zweaDdd4Gk08rPp1YTWkR3SJpCkTwutP31sniNpGm2V0uaBqxttq/tRcAigL6+Pncl4DY89MD9mbVzHKpbE1bafWNCkSTgHGCl7TMbVl0FzCuX5wFXdju2iK2pMoEY+JakZZLml2VbbfftlUv2iBbtD7wbOLBszl0u6TBgAXCwpDuBg8vPnTdpStOmpohmqmzC2t/2g5J2Bq6VdHsrO/XKJXtEK2x/Dxjqf+iDuhkLABufSVNTtKyyKxDbD5bva4ErgH0p230Bhmv3jYiI6lWSQCRtJ+mFA8vAW4FbSbtvRETPqKoJaxfgirJtdTLwNdvfkPRj4BJJJwL3AcdWFF9ERGxFJQnE9j3A3k3KH6GKdt+IiBixunXjjYge1+yhwRifqn6QMCLGmWYPDaYX1/iUK5CIiGhLEkhERLQlCSQiItqSBBIREW1JAomIiLYkgURERFuSQCIioi1JIDXR7OGrzNYWEXWWBwlrIg9fRUSvyRVIRES0JQkkIiLakgQSERFtSQKJiIi2JIF026QpW/S2Gulw1+mxNX5IOlfSWkm3NpTtIOlaSXeW7y+pMsaIoXS9F5akXYHzgZcCzwKLbH9e0ieA9wHryk1Pt31Nt+PruI3PbNHbCkbW4yo9tsaV84AvUNSJAacB19leIOm08vOpFcQ2vPLHUExcVXTj3QB81PZN5bzoyyRdW647y/bfVxBTRCVsf1fSrEHFRwEHlMuLgRuoYwIZgx9D0du63oRle7Xtm8rlJ4GVwPRuxxFbStNYbexiezUU9QXYueJ4Ipqq9EHC8pfXPsCNwP7AyZLeAyyluEp5rLroxq9pM2by0AP3N12XprHeImk+MB9g5swk++iuyhKIpBcAlwMfsr1e0tnA/wVcvn8W+JMm+6XCjFKzeyiQZFEjayRNs71a0jRg7VAb2l4ELALo6+tztwKMgIp6YUmaQpE8LrT9dQDba2xvtP0s8CVg32b72l5ku89239SpU7sXdET3XAXMK5fnAVdWGEvEkLqeQFR02zgHWGn7zIbyaQ2bHQPcOnjfiPFG0hLgv4A9JPVLOhFYABws6U7g4PJzRO1U0YS1P/Bu4BZJy8uy04G5kuZQNGHdC7y/gtjGneHud0T1bM8dYtVBXQ0kog1dTyC2vwc06zw+/p75qIE8MxIRnZIn0SMioi1JIBER0ZYkkIiIaEsSSEREtCUJJCIi2pI50esso51GRI0lgdRZRjuNiBpLE1ZERLQlCSQiItqSBBIREW1JAomIWmk2sVkmN6un3ESPiFrJfDW9I1cg0ZZMfxsRuQIZL7r8zEhG+Y2IJJDxIs+MRESXpQkrIiLakgQSPSk9dQKGPg8mP/d5LZ8bdb2fV9e4GtWuCUvSIcDngUnAl21nPuheMcR9mJdO35XV/feN6VdNhJ46qQtbN9x50Oo9urrez6trXI1qlUAkTQK+CBwM9AM/lnSV7duqjSxaMsr7MEPN3z7aBNSp43ZS6kITo+0oMpL9m2w7aZtt2fjrX22xaafOz05p9n3t/hlqlUCAfYG7bN8DIOki4Chg4laa8WAElbFpAvr7Y0b1H0ePXq2kLgzW5AfKiP4NR/IDZ4jv6sR51O3zcyyvbOqWQKYDjamxH9ivolgCxqZ7cIuVcciTeLT/cfSm1IWoPdmuOobfkHQs8Dbbf1p+fjewr+0PNmwzH5hfftwDuGOIw+0EPNzBcNuRmFpTh5h2sz21qi9vpS6U5a3Uhzr8fQ6oSyyJY3PDxTFkXajbFUg/sGvD5xnAg40b2F4ELNragSQttd03tuGNTmJqTR1jqsBW6wK0Vh/q9PdZl1gSx9jEUbduvD8GZkvaXdI2wPHAVRXHFFGF1IWovVpdgdjeIOlk4JsUXRfPtb2i4rAiui51IXpBrRIIgO1rgGvG4FBbbeaqQGJqTR1j6rpxWhfqEkvi2FxbcdTqJnpERPSOut0DiYiIHpEEEhERbandPZB2Sfodiid1pwOm6PJ4le2VlQYW0WWpC9Et4+IKRNKpwEWAgB9RdIEUsETSaVXGFtFNqQvRTePiJrqknwGvsv3MoPJtgBW2Z1cTWb1IejHwMeBoYODJ0rXAlcAC249XENNk4ETgGOC32PSL+UrgnMH/pjG81IUt1eW8r8u5PpZxjIsrEOBZir+IwaaV67pO0oslLZB0u6RHytfKsmz7KmICLgEeAw6wvaPtHYE3l2WXVhTTV4E5wCeAw4DDgU8CewMXVBRTL6tNXahRHajLeV+Xc33M4hgvVyCHAF8A7mTTAHQzgd8GTrb9jQpi+ibwH8Bi2w+VZS8F5gFvsX1wBTHdYXuPka6rMKaf2X5Ft2PqZXWqC3WpA3U57+tyro9lHOPiJrrtb0h6BcUQ2NMp2nz7gR/b3lhRWLNsL2wsKCvRQkl/UlFMqyT9FUWFXgMgaRfgvWw+8ms3PVYOHHi57WfLmJ4DHEvxCzFGoGZ1oS51oC7nfV3O9TGLY1xcgdSRpG8B36b5SXuw7bdUENNLgNMoeujsQtH2uYZijKWFth+tIKZZwEKKJoWBtujtgeuB02z/d7djirFRlzpQl/O+Lud6QxwHUiQMAS9uJ44kkA4ZdNLuXBYPnLQLbFfy67rs4jkD+KHtnzeUH1JFU1/53ftRVOq7gVcCrwNuK4fyiB5VpzpQl/O+bue6pB0pEsjnbL9rxPsngXSfpBNsf6WC7/1z4CRgJcVNtFNsX1muu8n2ayqI6QzgUIrm1Gspml6+A7wF+Kbtz3Q7pui8btaBupz3dTnXJTUb1flAivtV2D6y5WMlgXSfpPtsz6zge28BXm/75+Vl7GXAV21/XtJPbO9TUUxzgOcCDwEzbK+X9DzgRtuv7nZM0XndrAN1Oe/rcq5LuoliauQvU1wNCVhCMWUAtr/T6rHGxU30OpJ081CrKNphqzBp4PLd9r2SDgAuk7RbGVcVNpQ3d5+SdLft9WV8v5RUSRfsGBs1qgN1Oe/rcq73AacAfw38pe3lkn45ksQxIAmkc3YB3saWvRoE/KD74QDwkKQ5tpcDlL/IjgDOBf5XRTH9WtLzbT8FvHagsHz4Kwmkt9WlDtTlvK/FuV72vDpL0qXl+xrazAVJIJ1zNfCCgZO2kaQbuh8OAO8BNjQW2N4AvEfSP1cTEm+y/XQZS2MlmkLxvED0rrrUgbqc97U61233A8dKOhxY384xcg8kIiLaMl6GMomIiC5LAomIiLYkgbRBhe9JOrSh7DhJ3Xwg6YuS7pOkhrIDJb1umH0Ol7RM0m3lAHcLh9o2ohWpCxNbEkgbXNw4+gBwpqRtJW0HfIbiYaW2qRhmuZXtJgFHAquB/RtWHUjxZGuzffYGPgfMtb0nsBdw72jijUhdmOBs59XmC/hb4Izy/W/KsnkUE/ksB/4ReE5ZvghYCqwAPt5wjH7gb4DvUwxm9mGKh3x+ClwwxPe+jWI4iBOBL5ZlL6d4OOmB8rvfMGifrwHvGeJ4u1OMg3MzxROyM8ryC4AvluvuBt4ELAZup5g3AIqefI8DZwE3lfvvWK77AMWERj+lGDb7eQ3H/TxFV857gGPK8iXA4Q1xXQwcVvW/c16pC6kLQ/y7Vx1AL7+A7YA7gFsoni7dC/gXYHK5fhHwjnJ5h4aT7D+BPcvP/cBHGo65GtimXN5+iO89D5hLMRBbf8P3fRr40BD73Ewx0VCzdf8OvLNcng9cVi5fMFBxgT8CngD2pLhyXV7+eSdTPM369nK7T1GMq8NA5SmXFwB/1nDcJRTPA7wauL0sP6jhu19SVqhJVf8755W6kLrQ/JUmrFGw/QuKXwZfddG/+y3A7wJLJS0Hfp/i1xDA3HIIgZsoBlHbs+FQFzcsrwAukPROYIuZwSQ9F3grxRzXj5fHO2iUf5T9KKZBBTgfeGPDun8t328BHrR9m4s+7LcBs8p1G9g0Mc8FwO+Vy6+W9J/lEA7HA69qOO6/uHAzxbDjUIzFs2c5wNs7gUtc3XD8MQKpCxOzLuRBwtF7lk1PkQo41/bfNG4gaTbF0AH72n5c0gXAtg2b/KJh+W0Ule0o4P9I2mvQiYuiFTMAAAG6SURBVHM4xdDLK8p7htsBjwLf3EqcKyiefl0xgj8bwNPl+7MNywOfB86fwQ8TDXw+HzjU9q2S/pTN26QbjyUo2tMlXQi8g2LI73eMMNaoVurCBKsLuQIZW98GjpO0ExRDJUuaCbwIeBJYL2kaRcXYQnlDcIbt/wD+kmL+5ucP2mwu8F7bs2zPAl4GHCpp2/I7XjhEbH9LUQl/e+C7JH2kXPdD4Lhy+V3Ad0f2x2YK8Ifl8juA75XL21EMIzGF1ivAVyj+7L+yfccI44j6SF2YAHUhVyBjyPYtkj4JfFvFDF/PUNw8W0pxmXsrRVvm94c4xGTga5JeSJHcF9p+cmClpBdQXKKf0PCdT0q6keLX2JXApZL+EDjJ9g8atvuJpL8ALlEx+qfL7QFOBs6R9DGK+Rp+c/wWPQG8RtLpFL8A316Wf5ziJup95Z992+a7b2L7QUk/Y1MzQvSg1IWJURcylEmMStnd8mHb24/R8bajaGPeu/E/jIi6m4h1IU1YURuS3kYx6c9Zda0wEd3QK3UhVyAREdGWXIFERERbkkAiIqItSSAREdGWJJCIiGhLEkhERLQlCSQiItryPy7YZBzGQqP3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = histogram(data = dataset['YearsAtCompany']\n",
    "           , x_label = 'Years At Company'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Years At Company vs Attrition')\n",
    "k1 = dataset['YearsAtCompany'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in k1.flatten():\n",
    "    ax.set_xlabel(\"Years At Company\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Years In Current Role vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "l = histogram(data = dataset['YearsInCurrentRole']\n",
    "           , x_label = 'Years In Current Role'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'YearsInCurrentRole vs Attrition')\n",
    "l1 = dataset['YearsInCurrentRole'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in l1.flatten():\n",
    "    ax.set_xlabel(\"Years In Current Role\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Years Since Last Promotion vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = histogram(data = dataset['YearsSinceLastPromotion']\n",
    "           , x_label = 'YearsSinceLastPromotion'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'YearsSinceLastPromotion vs Attrition')\n",
    "m1 = dataset['YearsSinceLastPromotion'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in m1.flatten():\n",
    "    ax.set_xlabel(\"YearsSinceLastPromotion\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Years With Current Manager vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = histogram(data = dataset['YearsWithCurrManager']\n",
    "           , x_label = 'YearsWithCurrManager'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'YearsWithCurrManager vs Attrition')\n",
    "n1 = dataset['YearsWithCurrManager'].hist(by=dataset['Attrition'],bins= 25,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in n1.flatten():\n",
    "    ax.set_xlabel(\"YearsWithCurrManager\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function\n",
    "def category(data, x_label, y_label, title,a):\n",
    "    _, ax = plt.subplots()\n",
    "    ax.hist(data, color = '#539caf',bins= a,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "    ax.set_ylabel(y_label)\n",
    "    ax.set_xlabel(x_label)\n",
    "    ax.set_title(title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### BusinessTravel vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "o = category(data = dataset['BusinessTravel']\n",
    "           , x_label = 'BusinessTravel'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'BusinessTravel vs Attrition'\n",
    "            , a = 3)\n",
    "o1 = dataset['BusinessTravel'].hist(by=dataset['Attrition'],bins= 3,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in o1.flatten():\n",
    "    ax.set_xlabel(\"BusinessTravel\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Department vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = category(data = dataset['Department']\n",
    "           , x_label = 'Department'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Department vs Attrition'\n",
    "          , a = 3)\n",
    "p1 = dataset['Department'].hist(by=dataset['Attrition'],bins= 3,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in p1.flatten():\n",
    "    ax.set_xlabel(\"Department\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Education vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = category(data = dataset['Education']\n",
    "           , x_label = 'Education'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Education vs Attrition'\n",
    "           , a = 5)\n",
    "q1 = dataset['Education'].hist(by=dataset['Attrition'],bins= 5,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in q1.flatten():\n",
    "    ax.set_xlabel(\"Education\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EducationField vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = category(data = dataset['EducationField']\n",
    "           , x_label = 'EducationField'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'EducationField vs Attrition'\n",
    "           , a = 6)\n",
    "r1 = dataset['EducationField'].hist(by=dataset['Attrition'],bins= 6,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in r1.flatten():\n",
    "    ax.set_xlabel(\"EducationField\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EnvironmentSatisfaction vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EnvironmentSatisfaction vs Attrition\n",
    "s = category(data = dataset['EnvironmentSatisfaction']\n",
    "           , x_label = 'EnvironmentSatisfaction'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'EnvironmentSatisfaction vs Attrition'\n",
    "           , a = 4)\n",
    "s1 = dataset['EnvironmentSatisfaction'].hist(by=dataset['Attrition'],bins= 4,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in s1.flatten():\n",
    "    ax.set_xlabel(\"EnvironmentSatisfaction\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gender vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gender vs Attrition\n",
    "s = category(data = dataset['Gender']\n",
    "           , x_label = 'Gender'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'Gender vs Attrition'\n",
    "           , a = 2)\n",
    "s1 = dataset['Gender'].hist(by=dataset['Attrition'],bins= 2,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in s1.flatten():\n",
    "    ax.set_xlabel(\"Gender\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### JobInvolvement vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# JobInvolvement vs Attrition\n",
    "t = category(data = dataset['JobInvolvement']\n",
    "           , x_label = 'JobInvolvement'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'JobInvolvement vs Attrition'\n",
    "           , a = 4)\n",
    "t1 = dataset['JobInvolvement'].hist(by=dataset['Attrition'],bins= 4,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in t1.flatten():\n",
    "    ax.set_xlabel(\"JobInvolvement\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### JobLevel vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# JobLevel vs Attrition\n",
    "u = category(data = dataset['JobLevel']\n",
    "           , x_label = 'JobLevel'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'JobLevel vs Attrition'\n",
    "           , a = 5)\n",
    "u1 = dataset['JobLevel'].hist(by=dataset['Attrition'],bins= 5,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in u1.flatten():\n",
    "    ax.set_xlabel(\"JobLevel\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function\n",
    "def jobrole(data, x_label, y_label, title,a,c):\n",
    "    _, ax = plt.subplots()\n",
    "    ax.hist(data, color = '#539caf',bins= a,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "    ax.set_ylabel(y_label)\n",
    "    ax.set_xlabel(x_label)\n",
    "    ax.set_xticklabels(c,rotation=90)\n",
    "    ax.set_title(title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### JobRole vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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D5gO7AQu61i8C3jGJzz4a+DLwzTHrP2d7qWsfJG0F7As8HdgE+Imkp9ZnP0VExBSZ6DqFy4HLJW1ke173a5IOAb4w0Qfb/pmkzSaZY3fgONsPAjdIug7YHvjlJL8/IiIGYDLHFPbtse6fH8M23yrpCklHSlq/XjcLuKXrPQvrdRERMYXGbQqS9pP0Q2BzSSd3Pc4B7lrO7X0FeDKwDXA78JnO5nq8t+dpr5IOljRf0vw777yz11siImI5TXRM4XyqX9wbsuSXN1S/rF+zPBuz/fvOc0lfB06pFxcCs7veuinVMY1en3E4cDjA3Llzc71ERMQAjbunYPsm2+fYfh5wL/ByYB7wIeCa5dmYpI27FvcErqyfnwzsK2k1SZsDWwAXLc82IiJi+U10SupTqY4n7AfcDXwXkO2dJ/PBko4FXghsKGkh8AHghZK2odrbuBF4E4DtqyQdD1xNdbrrW3Lm0WhaaeVVkHqNJk6tTTadza233Nx2jIgpN9Hw0a+BnwOvtH0dgKTJnIoKgO39eqw+YoL3fwT4yGQ/P6anRx5+iL2+cWLbMTjhoD3bjhDRionOPtoL+B1wtqSvS3oRvQ8IR0TENDHRMYUTbb8G+FvgHKoL1jaS9BVJL56ifBERMYWWeZ2C7Qdsf9v2K6jOCroMeM/Qk0VExJSbzMVrDdt/sP0127sMK1BERLSnr6YQERHTW5pCREQ00hQiIqIxmTuvRYycXEQXoypNIaKHXEQXoyrDRxER0UhTiIiIRppCREQ00hQiIqKRphAREY00hYiIaKQpREREI00hIiIaaQoREdFIU4iIiEaaQkRENNIUIiKikaYQERGNNIWIiGgMrSlIOlLSHZKu7Fq3gaQzJf2m/rp+vV6SvijpOklXSNp2WLkiImJ8w9xTOBp46Zh17wHOsr0FcFa9DLArsEX9OBj4yhBzRUTEOIbWFGz/DPjDmNW7A/Pq5/OAPbrWf9OVC4D1JG08rGwREdHbVB9T2Mj27QD11yfU62cBt3S9b2G9LmKkdW4L2uZj1uw5bZchplApt+PsdTNc93yjdDDVEBNz5uQfa0xvJdwWNLcEHS1Tvafw+86wUP31jnr9QmB21/s2BW7r9QG2D7c91/bcmTNnDjVsRMSomeqmcDJwQP38AOCkrvX712ch7QDc2xlmioiIqTO04SNJxwIvBDaUtBD4APBx4HhJbwBuBvap334q8DLgOuBPwIHDyhUREeMbWlOwvd84L72ox3sNvGVYWSIiYnJyRXNERDTSFCIiopGmEBERjTSFiIhopClEREQjTSEiIhqlTHMREYXqzL/Utk02nc2tt9zcdoxpL00hIiZUwvxLkDmYpkqaQkSsELLHMjXSFCJihZA9lqmRA80REdFIU4iIiEaaQkRENNIUIiKikaYQERGNNIWIiGikKURERCNNISIiGmkKERHRSFOIiIhGmkJERDTSFCIiopGmEBERjVZmSZV0I7AIWAw8bHuupA2A7wKbATcCr7Z9Txv5IiJGVZt7Cjvb3sb23Hr5PcBZtrcAzqqXIyJiCpU0fLQ7MK9+Pg/Yo8UsEREjqa2mYOAMSQskHVyv28j27QD11ye0lC0iYlydO8C1/Zg1e85Qfr627ry2o+3bJD0BOFPSryf7jXUTORhgzpzhFCUiYjzT/Q5wrewp2L6t/noHcCKwPfB7SRsD1F/vGOd7D7c91/bcmTNnTlXkiIiRMOVNQdKaktbuPAdeDFwJnAwcUL/tAOCkqc4WETHq2hg+2gg4UVJn+9+x/WNJFwPHS3oDcDOwTwvZIiJG2pQ3BdvXA1v3WH838KKpzhMREUuUdEpqRES0LE0hIiIaaQoREdFIU4iIiEaaQkRENNIUIiKikaYQERGNNIWIiGikKURERCNNISIiGmkKERHRSFOIiIhGmkJERDTSFCIiopGmEBERjTSFiIhopClEREQjTSEiIhppChER0UhTiIiIRppCREQ00hQiIqKRphAREY3imoKkl0q6VtJ1kt7Tdp6IiFFSVFOQNAP4b2BXYCtgP0lbtZsqImJ0FNUUgO2B62xfb/uvwHHA7i1niogYGaU1hVnALV3LC+t1ERExBWS77QwNSfsAL7F9UL38OmB722/res/BwMH14tOAa5dzcxsCdz2GuMNSai4oN1ty9Se5+jMdcz3R9sxeL6y8/HmGYiEwu2t5U+C27jfYPhw4/LFuSNJ823Mf6+cMWqm5oNxsydWf5OrPqOUqbfjoYmALSZtLWhXYFzi55UwRESOjqD0F2w9LeitwOjADONL2VS3HiogYGUU1BQDbpwKnTsGmHvMQ1JCUmgvKzZZc/Umu/oxUrqIONEdERLtKO6YQEREtGrmmIGnNtjN0q0/DXea6WCI1i1EjaSVJz5+SbY3K8FFd0G8Aa9meI2lr4E22/2/LuS6xve2y1rVF0vbAZnQdf7L9ndYCUXbNSqwXJFe/Sswl6Ze2nzfs7RR3oHmIPge8hPoUV9uXS/r7tsJI2hV4GTBL0he7XloHeLidVEuTdDTVHFSXAYvr1QZa+Z+j9JqVVq+O5OpPqbmAMyTtBXzfQ/xrfpSaArZvkdS9avF4750CtwHzgd2ABV3rFwHvaCXRo+0AbGX7kbaD1EqvWWn16kiu/pSa6zBgTWCxpD8DAmx7nUFuZJSawi31EJLrC+PeDlzTVhjblwOXS/qO7YcAJK0PzLZ9T1u5xriK6lL6O9oOAitEzYqqV5fk6k+RuWyvPRXbGaWm8GbgC1QT7C0EzgDe0mqiypmSdqP6b3EZcKekc20f1nIugHWBayRdADzYWWn7Ve1FAsqtWan1Sq7+lJqL+t99Z9j7HNunDHobo9QUZPuf2g7Rw7q275N0EHCU7Q9IuqLtULWPtR1gHKXWrNR6JVd/iswl6ePAdsC361WHSNrJ9kBvRjZKZx/9BrgB+C5wgu0/thwJAEm/Al4MzAPeZ/tiSVfYflbL0YqVmsUoqv/w2aZzrKO+Kdmlg/53PzLXKdjeAng/8HTgEkmnSHpty7EAPkw119N19S+3JwG/aTkTAJK2k3SBpHsl/UXSg5LuazsXhdas1Hol1/TIVVuv6/m6Q9mC7ZF7UB1E+iawuO0sJT+oZq19GnApsArwRuDDbecq9VFqvZJr2uTaD7gJOJpqL/kGYL9Bb2eUho/WAfakmo77ycCJwPG2F0z4jcPL827bn5T0JapzoJdi++0txFqKpAW2nyPpV7afWa873/aUXFnZI0/RNSutXsk1vXLVOTamOq4g4ELbvxv0NkbpQPPlwA+oOv4v2w7DktNh57eaYmIP1KfvXi7po8DtwFot5im9ZqXVqyO5+lNkLkln2X4RXfeY6Vo3uO2M0J6CXOAPK2kf2/+zrHVtqMfqbwNWB95JNYb5Zdv/23KuImtWcL2SawXOJWl14HHA2cALqfYSoLqS/zTbWw50ewX+nhwoSZ+3faikH9J7yGG3FmI1VPA8PqVKzWKUSDoEOBTYBLiVJU3hPuDrtr88yO2NwvDRMfXXT7eaYoyS5/GRdKzt/SRdSu9G2sov31JrVnC9kqsPpeay/QXgC5LeZvtLw97etG8KXQeSt6mL26g78LlTnwooex6fd9Vf9241xaOVWrNS65Vc/Sk1V8cjktZzfY1VPcXLfrb/3yA3Mu2HjzrGGXK41Paz28pUZ1jF9Tw+pZE0B7jD9l/q5TWADW3f0nKuImtWcL2Sa3rkusz2NmPWDfx32LS/eE3SfvXxhM0lndz1OBu4u+18wPaSzpT0v5Kul3SDpOvbDlX7PtA9U+QjwAktZelWas1KrVdy9afUXCtJS6Z5VnVF86qD3si0Hz4Czqc6pWxD4DNd6xcBJcyXcwTV0McC2p3Ku5eVbf+1s2D7QUmrtRmoVmrNSq1XcvWn1FynA8dL+irVMY83Az8e9EamfVOwfRPVVYBDv2PRcrrX9mlthxjH3ZJeZvtUAEmvAP7QciYot2al1iu5+lNqrn8F3gT8C9UZSGdQ3U1yoEbpmMIilpxRsCrV5esPeMA3qOiXqpkPZ1DtsnZP03tJa6Fqkp5Kdbepx9er7gReW8B55EXWrOB6JVcfSs0FzfGNObavHdo2RqUpjCVpD2B72//Wco6ze6y27V2mPMw4JK0H4HJmli26ZqXVqyO5+lNaLlX3UvgUsKrtzSVtQzVDw0CvtRrZpgAg6QLbO7SdozSS9rN9rKSecwnZ/mKv9aOq1HolV39KzdUhaQGwC9XNdZ5drxv4lPHT/phCh6TuuyatBMylxwUqU03SRsBHgU1s7yppK+B5to9oMdb69deZLWYYV4E1K7VeydWfUnN1PGz7Xi19n/mBG5k9BUlHdS0+DNxIdYl4q/dhlXQacBTVzWK2lrQy1Y0zntlmrpKlZjGKJB0BnAW8B9iL6j7zq9h+80C3MypNoVSSLra9XfdFKL0uUmkp24bA64HN6NqrtH1wW5mg3JoVXK/k6kPBuR4HvI/qroNQnaL6X52L7AZllIaP5gGHjLlE/DO2X99uMh6Q9HjqoSxJOwD3thupcRJwAfALyroeoNSalVqv5OpPcbnqC9U+ZPtdVI1haEamKQDP6j6LwPY9klqd4qJ2GNX86E+WdB7VeGYpc6+safudbYfoodSalVqv5OpPcblsL5b0nKnY1ig1hZUkrW/7HgBJG1DAz2/7EkkvoLr9n4BrC5rX5zRJL7Z9RttBuhVcsyLrRXL1q9Rcl0o6Gfgf4IHOStvfH+RGRuaYgqT9gfcC36Madng18BHbx0z4jcPLs4vtn445K6ox6P/Qy0PSPVQ3GPkT8FeqX8C2vUFLeYquWWn1Sq5pl+uoHqs96CHw1v9Sniq2vylpPtV5vgJeZfvqFiO9APgp8Moer5nqat22bdh2gDFKr1lp9epIrv4Umcv2gVOxnZHZUwCQtBOwhe2jJM0E1rJ9Q9u5Sibpb4A5LH0WxvntJSpbqfVKrv6UlEvSu21/UtKX6H3zn54X2y2vkdlTkPQBqgvWnkZ1jvsqwLeAHVvO9VHgk2POinqn7fe3mavO8lHgtcCvWXIWhqnuftaaUmtWeL2Sa5IKzHVN/XX+VGxsZPYUJF0GPBu4ZJiXiC9HrkfdJEOF3G9Y0rXA1oM+D/qxKrVmBdcrufpQaq6pMu1vstPlr646YOfc9jVbztMxQ11ztdezIJYwdzvADZT5b6TUmpVar+TqT3G5JB0g6RJJD9SP+fXJMwM3MsNHVDen+BqwnqQ3Ul2xOPC5yJfDt4Cz6jMLTJVrXpuBJH2uzrKI6jS4n7D0FNWHtZWtVlTNSq1Xck2bXPsDh1Jdn3MJ1Yky2wKfkoTtbw50e6MyfAQg6R+pLhEXcLrtM1uOBICklwL/UC+eafv0lvO8YaLXW56sDyirZqXWK7n6U3CuC4B9bd84Zv1mwHGDnul5ZJqCpK3GnoIq6YW2z2kp0lLqaRv+HrjZ9oK28wBIWp1q2O2RenklqrncixhrLa1mpdYruVbsXJKutr1Vv68tr6LGzYbseEnvVmWN+vSuj7UVRtIpkp5RP98YuJJqGOQYSYe2lWuMs4HuYy9rUl0n0IoVoGZF1atLcvWntFx/Xs7XlssoHVN4LvAJ4HxgbeDbtHs66ua2r6yfH0g1BLK/pLWB84DPtxetsYbtRZ0F24tUzdTYltJrVlq9OpKrP6Xl2lLSFT3WC3jSoDc2Sk3hIaquugawOnBDZ/ewxTwdLwK+Ds0/wDZzdfuTpK1tXw6g6vZ/be7al16z0urVkVz9KS3XllO5sVFqChdTTYm7HdUNub8maW/bbc2ueYuktwELqc4k+DE0p1eu0lKmsd4BnCjppnp5DrBfi3lKr1lp9epIrv4Ulcv2Tct+1+CM0oHmubbnj1n3uhYnxHsC8GFgY+C/OzMyStoZeI7tT7eRa6z6eoAtqXZVr7L91xazFF+zkurVLbn6U2quqTDtm4LqmTXr55t3z3Uk6VVtz6xZsvov8EOAzWy/WdJTqOaOOq3laEUqtV7JNT1yTZVROPuo+6/HE8a81vr8QoU7kurfyE718m3AR9uLU7xS65Vc/Sk115QYhaagcZ73Wo6lbWH7o9QHeG3/idRsIqXWK7n6U2QuSb+SdMWYx88lfa6+ZmcgRuFAs4sOZmUAABAcSURBVMd53ms5lvbX+kKeznxRm1PddCR6K7VeydWfUnOdRjVr63fq5X3rr/cBR9P7PiN9G4Wm8CRVt7BT13Pq5c3bi1WHqO7r8EZgM5aeu32gd1NaTh+mOsNnU0nzqG5yM+FUAFOh4JoVWS+Sq1+l5trRdve1Vb+SdJ7tHSW9dlAbGYUDzS+Y6HXb505Vll4knQ/8HFjAkrnbsT32+MdUZppj++b6+Uzg+VRN9Hzbd7SVq6O0mpVar+SaHrk6JF0OHGz7wnp5e+DrtrdWj+nkl3s7070plE7SZba3aTtHNxVwb4KJlFazUuuVXP0pNVeHpO2oDoKvRdWs7gMOAq4CXm77+EFsZxSGj0p3iqSX2T617SBdWj+otgyl1azUeiVXf0rNBYDti4FnSlqX6g/6P3a9PJCGANlTaI2kRVQHskQ14daDVGc7CLDtdVrMdgdw3Hive8D3hJ2sUmtWcL2Sqw+l5uqoL6jbi0cfS/vwILczknsKqqbCXcv2fW1lsL12W9uehD9TjdcXpeCaFVkvkqtfpebqOAm4lyrjg8t473IbmT0FSd8B3kx1YHIBsC7wWdufajnXnsBPbd9bL68HvND2D1rMVPrYalE1K7VeydWfUnN1SLrS9jOGvZ1RuHitY6t6z2AP4FSqSa5e124kAD7Q+eUGUI8TfqDFPFDGOdkTKa1mpdYrufpTaq6O8yU9c9gbGaXho1UkrULVFL5s+yFJJewm9WrMrf538YBv7zcERdWs1HolV39KzdVlJ+CfJd1ANXzUOZb2rEFuZJSawteAG4HLgZ9JeiLVKV1tmy/ps8B/Ux1EfRtlj2uWIDWLUbTrVGxkZI4p9CJpZdsPt5xhTeDfWXIT+jOAj9h+oL1UZUvNYpRIWsf2fZI26PW67T8MdHuj0hQkbUQ10+EmtneVtBXwPNtHtJhpBvBx2+9qK8NEJH0aOMr2VW1n6Si5ZiXWC5KrX6XlknSK7VfUw0adU7I7bHugt+QcpQPNRwOnA5vUy/8LtHqzd9uLgee0mWEZfg0cLulCSW+uL5ppVeE1K65eteTqT1G56oYg4AW2n2R7867HwO/RPEp7Chfb3q57jpASpkuQ9BlgC+B/gGb4wwXd/EfS04ADqW5JeB7VfCtnt5in6JqVVq+O5OpPabkkLbA99D+IRmlP4YF6zvHOdLg7UF0I0rYNgLuBXaimvn0l8IpWE3Wph2v+tn7cRXWg/jBJ4175OQWKrVmh9Uqu6ZHrgnr+o6EapT2FbYEvAc8ArgRmAnvbvqLVYAWrz/B5JfBT4AjbF3W9dq3tp7UWrkCl1iu5pk2uq4GnAjdR7SHnlNTHwvYl9TTaT6Mq5rW2H2o5Fqpu5vEG4OnA6p31bvneAPUY5j3A1q7uPDXW9lMcqVFizUqtV3L1p9RctSk5JXXaDx9JelXnAexG1RSeCryyXte2Y4C/AV4CnAtsCixqNRHVnx/AHuP8j0H3FcUtKK5mpdYrufpTaq7O5sd5DNQo7ClMdIs6A20fnHyK7X0k7W57Xj1H0+ktZ+q4QNJ2rqbsLUmpNSu1XsnVn1Jz/Yglp6SuTnXnyGup9pgHZto3BdsHtp1hGTpDWH+U9Azgd1RT45ZgZ+BNkoY6hrkcSq1ZqfVKrv4Umcv2UvMe1cdJ3zTo7Uz7ptBN0st59Dj0QOciXw6HS1qf6grdk6nuqvQf7UZqTMkY5nIotWal1iu5+lNqrqXUx0kHfjbSKJ199FXgcVR/BXwD2Bu4yHYJN+QulqStgb+rF39u+/I285Su1HolV39KzCXpsK7FlYBtgcfbfskgtzPtDzR3eb7t/YF7bH8IeB4wu+VMSNpI0hGSTquXt5JURKOSdAjwbeAJ9eNbkt7Wbqpya1ZwvZKrD6XmAtbueqxGdYxh94FvxfZIPIAL668XUE11sRrwmwJynQa8Gri8Xl4Z+FXbueosVwBrdi2vCVxRQK4ia1ZwvZJreuTaZzLrHutjlPYUTlF1h65PAZdQTaN9bKuJKhvaPh54BMDVrK2L243UEEtnWUwZNzcvtWal1iu5+lNqrvdOct1jMjIHmm3/Z/30BEmnAKu73XOOO0qdfgPgKOBCSSfWy3sAR7aYp6PUmpVar+TqT1G5JO0KvAyYJemLXS+tAwx86v9pf6C5Pjp/i+3f1cv7A3tRXSr+QQ94LvLlyFf09Bt1vp2o/lL6me1LW45UdM1KrBckV79KylUf9N4G+DBLn2W3CDjb9j0D3WDb42RTMA53CbBB/fzvgduomsJ/At9rO1+da2WqU2WfAazSdp6uXMdMZl1qVna9kmva5FoHmNG1PAN43KC3MwrHFGZ4yd7Aa4DDbZ9g+9+Bp7SYCwBJ+wBruLqhxx7Ad+u/Ukqw1JWS9cyRrd/LoOCaFVkvkqtfpeY6A1ija3kN4CeD3shINAVJnWMnL6Ka+bCjhGMq/257kaSdqObymQd8pc1Akt4raRHwLEn3SVpUL98BnNRmtlpRNSu1Xsk1PXJ1Wd32/Z2F+vnjBr6VtneJpmCX631UN8g4CbiUJcdRngKcV0C+S+uvHwP+T/e6th/Ax9rOsCLVrOB6Jdf0yHUesG3X8nOAXw56O9P+QDM0Z6dsDJzh+ubukp4KrGX7kpaznQLcSnUT+ucAf6a60nrrNnN11NNJbMHSU4P8rL1EZdesxHpBcvWrxFz1STPHUR0Xhep32mtsLxjodkahKZRM0uOAl1JdfPUbSRsDz7R9RsvRkHQQcAjV1NSXATtQ/WWyS8u5iqxZwfVKrmmQC0DSKiy5J8yvPYR7wozCMYWiuZq3/Q6q09+gOu/4N+0lWsohwHbATbZ3Bp4N3NlupKJrVmS9SK5+lZoLqoawFVWm/epT7AeqhAOtI03SB4C5VP+xjwJWAb4F7NhmrtpfbP9FEpJWs/1rVTczb1XBNSuyXiRXv4rMVf+7fyFVUziVajbXXwDfHOR20hTatydV178EwPZtktZuN1JjYT01yA+AMyXdw5LxzDaVWrNS65Vc/Sk1197A1lQnVRwoaSOqGZ8HKscUWibpItvbS7rE9raS1qQav2z7RiNLUXV/63WBH9v+a8tZiq9ZSfXqllz9KSlX17/7BVS3AFgEXGk7d16bZo6X9DVgPUlvBF7PELp/vyStRDUz5DMAbJ/bcqRuxdWs1HolV39KzVWbX+/BfB1YANwPXDTojaQptMz2pyX9I3Af1Rj5f9g+s+VY2H5E0uWS5ti+ue083UqsWan1Sq7+lJhL0o62zwPeYftB4KuSfgys4yHM95Xho8LUl9Tva/vbBWT5KdVZGBdR3asWANu7tRaqh1JqVmq9kqs/peWStMD2czrDpcPeXvYUWiJpHeAtwCyq+wyfWS+/i+rc6NabAvChtgN0WwFqVlS9uiRXf0rL9ZCko3j01NkA2H77IDeWPYWWSDoJuAf4JdWcTOsDqwKH2L6szWzd6jMcOjcHv8j2HS1mKb5mJdWrW3L1p6Rckjakunr/Eyw9dTYAtucNdHtpCu2Q9Cvbz6yfzwDuAubYXtRusiUkvZrqTnXnUF1B+XfAu2x/r6U8RdestHol17TLtbXty4e+nTSFdowdH5yq8cJ+SLoc+MfOX0mSZgI/aWuOodJrVlq9kmva5TqK+m6D3Wy/fpDbyTGF9mwt6b76uYA16mUBtr1Oe9EaK43Zbb6bdqdGKb1mpdWrI7n6U2quU7qer051EefAL6pLU2iJ7RltZ5iEH0s6HTi2Xn4N1eX1rVgBalZUvbokV3+KzGX7hO5lSccyhJvsZPgoJiTpVSx9r9oTl/EtI63UeiVXf0rN1a2ej+lHtgd6B8nsKcSynA8sBh4BLm45y4qg1HolV3+Ky6XqLnCmHi4Ffgf866C3U8I4WRRK1bzyF1GNXe4NXCBpoAe1ppNS65Vc/Sk1l+21ba/T9fWpY4eUBiHDRzEuSdcCz7d9d738eOB8261PI1yiUuuVXNMjV51lFvBEukZ5POA7wmX4KCaykGomxo5FwC0tZVkRlFqv5OpPkbkkfYLqoPfVVENbUA0jpSnEcEk6rH56K3BhfSWxgd0ZwqyMK7pS65Vc0yNXlz2Ap9WT4g1NmkL00rlhzW/rR8dJLWRZEZRar+TqT6m5Oq6nusvgUJtCjilERKwAJJ1Adee1s+hqDIOeEC97CjGu+vL+dwNPp7qCEgDbu7QWqmCl1iu5+lNqLqqZgU8e9kZySmpM5NvAr4HNqaYTvpFCztkuVKn1Sq7+FJnL9rxej0FvJ8NHMa6um3tc4fr+x5LOtf2CtrOVqNR6Jde0ybUF8DFgK5beg3nSILeT4aOYyEP119slvZxq8q1NW8xTulLrlVz9KTXXUcAHgM8BOwMHUl3dPFDZU4hxSXoF8HNgNvAlYB3gg7Z/2GqwQpVar+SaNrk6ezDd9xX5ue2/G+R2sqcQ47Ldmar3Xqq/TJB0aHuJylZqvZKrP6XmAv4iaSXgN5LeSnU9xRMGvZHsKURfJN1se07bOVYUpdYrufpTQi5J2wHXAOsB/wmsC3zS9gWD3E72FKJfAx/DnOZKrVdy9af1XLY7Z0DdT3U8YSjSFKJf2bXsT6n1Sq7+tJZL0oTXJtjebZDbS1OIR+mat/1RLwFrTHGc4pVar+TqT6m5gOdRTch3LHAhQ95ryTGFiIiCSZoB/COwH/As4EfAsbavGsb2ckVzRETBbC+2/WPbBwA7ANcB50h62zC2l+GjiIjCSVoNeDnV3sJmwBeB7w9lWxk+iogol6R5wDOA04DjbF851O2lKURElEvSI8AD9WL3L2wBtr3OQLeXphARER050BwREY00hYiIaKQpREREI00hogdJ90/w2gslnTLOazdK+pWkKySdK+mJj2VbEVMtTSFi8Hau79h1DvD+lrNE9CVNIWIcqnxK0pX1X/+v6Xp5HUknSrpa0lfree7H+iUwq+vzDqs/68rx5ueX9C5JF9d7Gh8a8I8UsUy5ojlifK8CtgG2BjYELpb0s/q17anulXsT8OP6vd8b8/0vBX4AIOk5VNMdP5fq/PIL6/v+Xtp5s6QXA1vUny3gZEl/b/tnREyR7ClEjG8nqonHFtv+PXAusF392kW2r7e9mGr2yp26vu9sSXcA/wB8p+uzTrT9gO37qaYoGHsbxRfXj0uBS4C/pWoSEVMmTSFifBNNUTz2qs/u5Z2BJwJXAR+exGd1b+9jtrepH0+xfcSk00YMQJpCxPh+BrxG0gxJM4G/By6qX9te0ub1sYTXAL/o/kbbfwYOBfaXtEH9WXtIepykNYE9qW4O3+104PWS1gKQNEvSwO/BGzGRHFOIGEPSysCDwIlUNzi5nGpP4N22fyfpb6kOIn8ceCbVL/wTx36O7dslHQu8xfZ/SjqaJU3lG93HE+r3nyFpS+CXkqC67eJrgTsG/1NG9Ja5jyLGkLQ18HXb27edJWKqZfgoooukN1MdOM71BTGSsqcQERGN7ClEREQjTSEiIhppChER0UhTiIiIRppCREQ00hQiIqLx/wNb6IYaINQeJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "v = jobrole(data = dataset['JobRole']\n",
    "           , x_label = 'JobRole'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'JobRole vs Attrition'\n",
    "           , a = 9\n",
    "           , c = dataset['JobRole'])\n",
    "v1 = dataset['JobRole'].hist(by=dataset['Attrition'],bins= 9,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in v1.flatten():\n",
    "    ax.set_xlabel(\"JobRole\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### JobSatisfaction vs Attrition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = category(data = dataset['JobSatisfaction']\n",
    "           , x_label = 'JobSatisfaction'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'JobSatisfaction vs Attrition'\n",
    "           , a = 4)\n",
    "w1 = dataset['JobSatisfaction'].hist(by=dataset['Attrition'],bins= 4,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in w1.flatten():\n",
    "    ax.set_xlabel(\"JobSatisfaction\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MaritalStatus vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = category(data = dataset['MaritalStatus']\n",
    "           , x_label = 'MaritalStatus'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'MaritalStatus vs Attrition'\n",
    "           , a = 4)\n",
    "x1 = dataset['MaritalStatus'].hist(by=dataset['Attrition'],bins= 4,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in x1.flatten():\n",
    "    ax.set_xlabel(\"MaritalStatus\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OverTime vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zGOM9GLiFwdmuqaqXtnmDZkK55cB1VbVfkl2As4BtgO8Db6qqe5I8DDgdeG7zfq+tqqvafyRpds1WX5DGyVQ7zH/KYLP5j6vqRVX1d8B9G/EehwOXDz0+Fji+qnYFbgMObdoPBW6rqicBxzfrSX0wW31BGhtThcergRuAC5P8Y5KlQNq8eJLFwCsYzNtDkgB7MTgcER585uzwGbXnAkub9aWuzbgvSONmveFRVV+sqtcCTwUuAt4DPC7JCUlePs3X/wTwfuB3zeNtgdurauKs3FXAoub+IuDa5r3vBe5o1n+QJMuSLE+yfM2aNdMsQ9p4s9QXpLGywfM8qupXVXVGVe0HLAYuYRpnwCbZD7ipqlYMN0/2FtNYNlyPZ9WqExvbF6RxNJ2TBO9XVbdW1aeraq9prP5CYP8kVzHYQb4Xgy2RrZNM7KhfzGDqBxhshewA0Cx/NHBrm/qkudKyL0hjp1V4tFFVR1fV4qramcGRKt+qqjcAFwIHNqsNnzk7fEbtgc36XjdEknpoZOExhSOBI5KsZLBP46Sm/SRg26b9CBwOkKTems7FoGasqi5isKORqroS2GOSde7GKRgkaZPQxZaHJGkTZ3hIklozPCRJrRkekqTWDA9JUmuGhySpNcNDktSa4SFJas3wkCS1ZnhIklozPCRJrRkekqTWDA9JUmuGh9SxJJsn+UGSrzSPd0lycZIrknwuyUO7rlFam+Ehde9w4PKhx8cCx1fVrsBtwKGdVCVNwfCQOpRkMfAK4DPN4zC4ZPO5zSqnAa/spjpp/QwPqVufAN4P/K55vC1we1Xd2zxeBSzqojBpKoaH1JEk+wE3VdWK4eZJVq31PH9ZkuVJlq9Zs2YkNUrrMyeXoVUPbP4QBiMimvD4RTuwetU1XZbwQmD/JPsCDwe2YrAlsnWSBc3Wx2Lg+smeXFUnAicCLFmyZNKAkUbF8Jgv7vstOx35la6r6JWrj92v0/evqqOBowGSvAR4X1W9Ick5wIHAWcAhwJc6K1JaD4etpP45EjgiyUoG+0BO6rgeaR1ueUg9UFUXARc1968E9uiyHmlD3PKQJLVmeEiSWjM8JEmtGR6SpNYMD0lSa4aHJKk1w0OS1JrhIUlqzfCQJLVmeEiSWjM8JEmtGR6SpNYMD0lSayMLjyQ7JLkwyeVJLktyeNO+TZLzk1zR3D6maU+STyVZmeRHSXYfVW2SpJkZ5ZbHvcB7q+ppwPOBw5I8HTgKuKCqdgUuaB4D7APs2vwsA04YYW2SpBkYWXhU1eqq+n5z/5fA5cAi4ADgtGa104BXNvcPAE6vge8wuBTn9qOqT5K08eZkn0eSnYHnABcDj6uq1TAIGOCxzWqLgGuHnraqaVv7tZYlWZ5k+Zo1a0ZZtiRpPUYeHkkeCXwe+IuqunOqVSdpq3Uaqk6sqiVVtWThwoWzVaYkqYWRhkeShzAIjjOq6gtN840Tw1HN7U1N+ypgh6GnLwauH2V9kqSNM8qjrQKcBFxeVccNLToPOKS5fwjwpaH2NzdHXT0fuGNieEuS1C8LRvjaLwTeBPw4ySVN2weAjwBnJzkUuAY4qFn2VWBfYCVwF/DWEdYmSZqBkYVHVf1fJt+PAbB0kvULOGxU9UiSZo9nmEuSWjM8JEmtGR5Sh9pO4yP1heEhdavtND5SLxgeUoc2YhofqRcMD6knpjmNz/D6TtWjzhgeUg+0mMbnfk7Voy4ZHlLHWk7jI/WC4SF1aCOm8ZF6YZTTk0jasLbT+Ei9YHhIHWo7jY/UFw5bSZJaMzwkSa0ZHpKk1gwPSVJrhockqTXDQ5LUmuEhSWrN8JAktWZ4SJJaMzwkSa0ZHpKk1gwPSVJrhockqTXDQ5LUmuEhSWrN8JAktWZ4SJJaMzwkSa0ZHpKk1gwPSVJrhockqTXDQ5LUmuEhSWqtV+GRZO8kP0uyMslRXdcjdcn+oD7rTXgk2Rz4H8A+wNOBg5M8vduqpG7YH9R3vQkPYA9gZVVdWVX3AGcBB3Rck9QV+4N6LVXVdQ0AJDkQ2Luq3t48fhPwvKp651rrLQOWNQ+fAvxsPS+5HXDziMrVeFjf38hOVbVwrosZNp3+YF/QLJrqb2TS/rBgtPW0kkna1km2qjoROHGDL5Ysr6ols1GYxlPP/0Y22B/sC5otG/M30qdhq1XADkOPFwPXd1SL1DX7g3qtT+HxPWDXJLskeSjwOuC8jmuSumJ/UK/1Ztiqqu5N8k7g68DmwMlVddkMXnKDm/Oa93r7NzLL/aG3n1O90fpvpDc7zCVJm44+DVtJkjYRhockqTXDQ5LUmuEhSWrN8NC8kOSdSbZq7n86yXeTLO26rlGYT59V3Rmr8EiyOMkXk6xJcmOSzydZ3HVd6oVlVXVnkpcDi4A/A/6245pGZT59Vm2kmX5fjlV4AKcwOJFqewad5stNmzRxTPo+wClVtYLx+/ufMJ8+qzbejL4vx+o8jySXVNWzN9Sm+SfJ6Qwmf3sy8EwGX6bfrqrdOy1sBObTZ9XGm+n3ZW/OMJ8lNyd5I3Bm8/hg4JYO61F/vBV4LoNpzu9Ksh1waMc1jcp8+qzaeDP6vhy3Tdm3Aa8BbgBWAwc2bZrnquo+4IkMxv8BHsH4/f0D8+uzakZm9H05VsNW0vok+XvgIcCLq+ppSbYBvl5Vf9BxabNuPn1WdWcshq2SfHCKxVVVfzNnxaiv9qyq3ZP8AKCqbm1mqx1H8+mzqqXZ+r4ci/AAfjVJ25YMxnm3BQwP/TbJZjRHIiXZFvhdtyWNzHz6rGpvVr4vx27YKsmjgMMZ/CLOBj5eVTd1W5W6luTNwKuAJcDJDMZ6/6qqzuq0sBGYT59VMzOT78uxCY9mXPcI4A3AacAnq+q2bqtS15J8FfjzqroqyTOAlzG4xOs3q+rSbqubXfPps2pmZuP7ciyGrZJ8FPivDC5o8vtV9Z8dl6T+OBX4RpLTgL+d4QXG+u5U5s9n1Uaare/LsdjySPI74DfAvTxwdi0M/uuqqtqqk8LUC0m2BD4I7A18lqHx/6o6rqu6RmE+fVZtnNn6vhyLLY+q8hh2TeW3DHYSPgx4FOO983g+fVZthNn6vhyL8JDWJ8newHEM5vDZvaru6rikkZlPn1XdG4thK2l9kvwr8KfzYfx/Pn1Wdc/wkCS15r4CSVJrhockqTXDQ5LUmuHRI81lIb+U5IokP0/yyZlOaJfk95Nc0vzcmuQXzf1vJnlCknNnq35pNtkf+s0d5j2RJMDFwAlVdUqSzRmcAXprVf23Gbzugqq6t7l/KvCVqrKDqNfsD/3nlkd/7AXcXVWnwP0X9HkP8LYk32vmKgIgyUVJnptkyyQnN8t/kOSAZvlbkpyT5MvAN9b3hkl2TnLp0HP+T5IvN/+NvTPJEc3rfqeZC4ckv5fka0lWJPnXJE8d3a9E85j9oecMj/54BrBiuKGq7gSuAb7CYGZUkmwPPKGqVgB/CXyrucjPS4GPNtNTALwAOKSq9mpRw27A64E9gA8Dd1XVc4D/B7y5WedE4F1V9VzgfcA/tP2g0jTYH3rOM8z7Izx4npnh9ouAE4BjGHSac5plLwf2T/K+5vHDgR2b++dX1a0ta7iwqn4J/DLJHcCXm/YfA89M8khgT+CcwagCMJgGQ5pt9oeeMzz64zLg1cMNSbYCdgC+B9yS5JnAa4F3TKwCvLqqfrbW857H5Bd82ZDfDN3/3dDj3zH4W9kMuL2qnr0Rry21YX/oOYet+uMCYIsMLuRDs4Pw48CpzRxFZwHvBx5dVT9unvN14F3NzkWSPGeUBTbDBr9IclDzfknyrFG+p+Yt+0PPGR49UYPD3l4FHJTkCuA/gLuBDzSrnAu8jsHVvib8DfAQ4EfNjr65uNzuG4BDk/yQwX+HB8zBe2qesT/0n4fqSpJac8tDktSa4SFJas3wkCS1ZnhIklozPCRJrRkekqTWDA9JUmv/H8ErOLWTgVYBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = category(data = dataset['OverTime']\n",
    "           , x_label = 'OverTime'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'OverTime vs Attrition'\n",
    "           , a = 2)\n",
    "y1 = dataset['OverTime'].hist(by=dataset['Attrition'],bins= 2,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in y1.flatten():\n",
    "    ax.set_xlabel(\"OverTime\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PerformanceRating vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gxIhYnMsXMctRX01h346ILwLfldSsb66j2xqZWQfIoZ5cAnwXuLSu7DQ8hIR1sL6awv4tvZ9fRCBmHWpA9SQibpU0saHYQ0hYR+urKWyRpGHA30fExwuMyaxjtKmebDGEhKT+hpBwYrFK6fN244jYTHa3y/YFxWPWcQqsJy0NIQEen8jK1UonlI8Cv5Y0j2zsFMBdVZg1eJT86smAh5CIiJnATICuri73AGCFauUByVXADWndndPrte0MyqwD5VlPPISEdbRWzljui4ir6gskHdvbymZD1DbVE0lzyS7Uj5LUDZwJnIuHkLAO1kpiOR24qoUys6Fsm+pJRJzQyyIPIWEdq6/nWI4k++torKSL6hbtAmxqd2BmncD1xKynvs5YVgELgaOBRXXlzwJfamdQZh3E9cSsQV/PsdwN3C1pz4iYU79M0hfIupYwG9JcT8x6auWusI82KTsx5zjMOp3riVnS1zWWE4C/BSale/NrdgGeandgZp3A9cSsp76usfyGrKuIUcC36soDOL6dQZl1ENcTswZ9XWN5DHgMeLukKWR/lR0HPAJcXUx4ZtXmemLWU19NYfuQtRufADxNNj6EIuI9BcVmVnmuJ2Y99dUU9gBwG/DBiFgBIMm3T5ptyfXErEFfd4V9BHgSuEnSDyUdRvPeVc2GMtcTswa9JpaIuDYijgf+G9lAQ18C9pR0saTDC4rPrNJcT8x66vc5loj4U0RcFhFTybrpXkI2VKqZJa4nZq9o5QHJl0XEMxHxg4g4tF0BmXU61xMb6rYqsZiZmfXHicXMzHJVWmKRNEzSXZJuSPOTJN0uabmkK2rjh0t6dZpfkZZPLCtmMzPrX5lnLF8A7q+b/wZwYURMBtYDJ6Xyk4D1EfFG4MK0npmZVVQpiUXSOOADwI/SvIBDgZ+mVeYAH0rT09I8aflhaX2zQUvSvpKW1L02SvqipLMkrawrP6rsWM0atTI0cTt8G/gqsHOa3x34Q0TURtzrBsam6bHAEwARsUnShrS+e461QSsiHgSmQNZsDKwEriUb5/7CiDi/xPDM+lT4GYukqcDaiKgfba/ZGUi0sKz+c2dIWihp4bp163KI1KwyDgMeSh1emlVeGU1hBwFHS3oUuJysCezbwAhJtTOocWRDvkJ29jIeIC3fFXim8UMjYmZEdEVE1+jRo9v7DcyK9VFgbt38ZyUtlTRb0shmG/gPLStT4YklIk6PiHERMZGswvwyIj4G3AQck1abDlyfpueledLyX0ZEjzMWs8Eo3R15NHBVKroYeANZM9lqthwD5mX+Q8vKVKXnWE4FTpG0guwayqxUPgvYPZWfgrvJsKHlSGBxRKwBiIg1EbE5Il4CfggcUGp0Zk2UdfEegIi4mazjPiLiYZpUkoh4ATi20MDMquME6prBJI2JiNVp9sPAslKiMutDqYnFzHonaUfgfcCn64rPSyNVBvBowzKzSnBiMauoiHiOrFm4vuwTJYVj1rIqXWMxM7NBwInFzMxy5cRiZma5cmIxM7NcObGYmVmunFjMzCxXTixmZpYrJxYzM8uVE4uZmeXKicXMzHLlxGJmZrlyYjEzs1w5sZiZWa6cWMzMLFdOLGZmlisnFjMzy5UTi5mZ5cojSJpVlKRHgWeBzcCmiOiStBtwBTCRbGji4yJifVkxmjXjMxazantPREyJiK40fxqwICImAwvSvFmlOLGYdZZpwJw0PQf4UImxmDXlxGJWXQH8QtIiSTNS2Z4RsRogve/RbENJMyQtlLRw3bp1BYVrlvE1FrPqOigiVknaA5gv6YFWN4yImcBMgK6urmhXgGbN+IzFrKIiYlV6XwtcCxwArJE0BiC9ry0vQrPmnFjMKkjSTpJ2rk0DhwPLgHnA9LTadOD6ciI0652bwsyqaU/gWkmQ1dOfRMTPJN0JXCnpJOBx4NgSYzRryonFrIIi4mHgLU3KnwYOKz4is9a5KczMzHLlxGJmZrlyYjEzs1wVnlgkjZd0k6T7Jd0r6QupfDdJ8yUtT+8jU7kkXSRphaSlkt5adMxmZta6Ms5YNgFfjog3AQcCJ0vaj977QDoSmJxeM4CLiw/ZzMxaVXhiiYjVEbE4TT8L3A+Mpfc+kKYBl0bmd8CI2gNiZmZWPaVeY5E0EdgfuJ3e+0AaCzxRt1l3Kmv8LPeNZGZWAaU9xyLptcDVwBcjYmN6EKzpqk3KevR95L6RzGzAhm1HH/8XDTl7jR3P6u7Ht3q7UhKLpO3IksplEXFNKl4jaUxErG7oA6kbGF+3+ThgVXHRDnKuSD1sa2WyQWDzX9j71BvKjqIyHvvG1G3arvDEoux/sVnA/RFxQd2iWh9I57JlH0jzgM9Kuhx4G7Ch1mRmOXBF6mFbK5OZZco4YzkI+ARwj6QlqewMsoTSrA+kG4GjgBXAc8Cnig3XzMy2RuGJJSJ+RfPrJtCkD6SICODktgZlZma58ZP3ZmaWKycWMzPLlROLmZnlyonFzMxy5cRiVkF9dNZ6lqSVkpak11Flx2rWyCNImlVTrbPWxZJ2BhZJmp+WXRgR55cYm1mfnFjMKig9BFzrO+9ZSbXOWs0qz01hZhXX0FkrZD1RLJU0uzZukVmVOLGYVVhjZ61k4xG9AZhCdkbzrV62c2/fVhonFrOKatZZa0SsiYjNEfES8EPggGbbRsTMiOiKiK7Ro0cXF7QZTixmldRbZ60Ng9x9GFhWdGxm/fHFe7Nq6q2z1hMkTSEbk+hR4NPlhGfWOycWswrqo7PWG4uOxWxruSnMzMxy5cRiZma5cmIxM7NcObGYmVmunFjMzCxXTixmZpYrJxYzM8uVE4uZmeXKicXMzHLlxGJmZrlyYjEzs1w5sZiZWa6cWMzMLFdOLGZmlisnFjMzy5UTi5mZ5cqJxczMctUxiUXSEZIelLRC0mllx2NWFtcFq7qOSCyShgH/DzgS2I9s3O/9yo3KrHiuC9YJOiKxAAcAKyLi4Yh4EbgcmFZyTGZlcF2wyuuUxDIWeKJuvjuVmQ01rgtWecPLDqBFalIWW6wgzQBmpNk/Snqwl88a9dg3pj6VZ3DbaBRQiTgq8ntAhX4TSb3FsXehkfTUb12AluuD/+17qspvUpnfY1vqQqcklm5gfN38OGBV/QoRMROY2d8HSVoYEV35hrf1HEdPVYmlKnH0ot+6AK3Vhyp9z6rE4jjyiaNTmsLuBCZLmiRpe+CjwLySYzIrg+uCVV5HnLFExCZJnwV+DgwDZkfEvSWHZVY41wXrBB2RWAAi4kbgxhw+qt/msoI4jp6qEktV4mhqENYFqE4sjmNL2xSHInpc9zMzM9tmnXKNxczMOoQTi5mZ5cqJxczMctUxF++3lSSRdYMxluxBslXAHVHixSVJk4D9gfsi4oGC970rcARb/h4/j4g/FBlHQ0xl/h6VOz7apYrftcx/+7R/14ct953LMTKoz1gkHQ4sB84CjgI+APwzsDwtKyqO6+qmpwG/BD4IXC/pxALj+CSwGDgE2BHYCXgPsCgtKyqOqvwelTg+ilCV71qVf/u0f9eHLePI7xiJiEH7Au4HJjYpnwTcX2Acd9VN/waYlKZHAXcXGMeDwIgm5SOB3w/B36MSx8dQ+q5V+bdP+3R9aNMxMqjPWMia+rqblK8EtiswjvrTyOER8QhARDwFvFRgHKJJv1IphmZ9ULVLVX6PqhwfRajKd63Kvz24PjTK7RgZ7NdYZgN3SrqcV3qEHU/WDcasAuN4i6SNZAfrqyXtFRFPpi45hhUYx9eAxZJ+wSu/xwTgfcA5BcZRld+jKsdHEaryXavybw+uD41yO0YG/QOSaRCko8kuRoksI8+LiPtKDQyQNAJ4U0T8tsB9jgTez5a/x88jYn1RMfSmpN+jssdH3qr8Xcv4t0/7dX3Ycp+5HCODPrHUSNoNiCocMFY9Q+n4GErf1bbNQI+RQX2NRdIESZdLWgvcDtwhaW0qm1hgHOPTPm+TdIak7eqWXdfXtjnH8Xd102MlLZC0XtJvJO1TYBzPSPqRpMPS7Y2lqMrxUYSqfNeq1IW0P9eHLePI7RgZ1IkFuAK4FhgTEZMjYjIwBriObEjXoswGbgY+l/Z/i6Td07IiB476bN30hcCVwO7AN4GLC4xjHbAEOBvolvQdSQcWuP+aqhwfRajKd61KXQDXh0b5HSNF3cpWxgtYvi3L2hDHkob5jwP3Am8AFhcYx+I+YrqrpDgmAF8le57gYeDrQ+34GErftSp1Ie3b9aFNx8hgvytskaTvAXPY8i6H6cBdBcaxnaQdIuIFgIj4saQnycbU2KnAOMZJuojsotxoSdtFxF9qMRYYx8un+xHxOHAecJ6kfcnuQClKVY6PIlTlu1alLoDrQ6PcjpFBffE+3a53EjCNV+5yeAL4d2BWRPy5oDi+RPZXyS0N5fsD50XE+wqKY3pD0byIWC9pL+DzEXFGQXFcEBGnFLGvfuKoxPFRhKp816rUhbRP14ct48jtGBnUicXMzIo32C/e90rS1LJjAMfRyHEUryrftSpxQHVi6dQ4hmxiAf6m7AASx7Elx1G8qnzXqsQB1YmlI+MY9E1hkg4ge9DnzvRU6RHAA5GNG+44hngcTeK6NCIK69m2SFX5zasSR5ViqUocTeLapvowqBOLpDOBI8n6RJsPvI3sHvr3knXb8DXHMaTjmNdYRNZt+i8BIuLoIuIoQoV+80rEUaVYKhRHfvWhqHuky3gB95B14rYjsBHYJZW/BljqOIZ8HIuBH5ONx/Hu9L46Tb+7qDiG2G9eiTiqFEuF4sitPgz2ayybImJzRDwHPBQRGwEi4nmK7Y7acVQzji5gEfCPwIaIuBl4PiJuiYbbYQeBqvzmVYmjSrFUJY7c6sNgf0DyRUk7pn+wv64VKhuOtMh/MMdRwTgi4iXgQklXpfc1DN46UYnfvEJxVCmWSsSRZ30Y7NdYXh1NHuqRNIqsP5x7HMfQjaPJ/j8AHBQFPRhXpKr85lWJo0qxVCWOJvvf5vowqBOLmZkVb7BfYzEzs4I5sZiZWa6cWHIgabOkJZKWSbpK0o5buf27JN2bPuM17YqzHSQdImmDpLskPSDp/Ba2mSLpqLr5oyWd1t5IrSiuD64PTiz5eD4ipkTEm4EXgc+0uqGkYcDHgPPTZzzf4jZVcltE7A/sD0yVdFA/608BXq5IETEvIs5tZ4BWKNeHIV4fnFjydxvwRgBJH5d0R/rL6we1CiDpj5LOlnQ7cDpwHPBPki5T5pvpr717JB2ftjlE0k2SfgLcI2li+ovoR2ndyyS9V9KvJS1PXUQg6QBlQ63eld73TeUnSrpG0s/S+ufVvoCkIyQtlnS3pAWpbCdJsyXdmT5rWuMXT/8JLCHrcrvpvpV1zX02cHz6XY5PsXw3bXOJpIvS+g9LOiaVv0rS99JfsjdIurG2zCrN9WEo1oeinuoczC/gj+l9OHA98A/Am8jGMdguLfse8Mk0HcBxddtfAhyTpj9C1q3DMGBP4HGy4UEPAf4ETErrTQQ2Af+d7A+ERWTDvopsPIXr0nq7AMPT9HuBq9P0iWQj1O0K7AA8Rjaoz2iyMRhq+9ktvX8d+HiaHgH8nmxgpkOAG1L5yBTHXi3s+7t13//l+fRbXJW+037AilR+DHBjKt8LWF/7zfyq1sv1wfVhsD4MVrTXSFqSpm8DZgEzyB52ulMSZN0zrE3rbAau7uWz3gnMjYjNwBpJt5D1LLoRuCMiHqlb95FI97hLuhdYEBEh6R6yigZZRZkjaTJZBa4fGW9BRGxI299HNub4SODW2n4i4pm07uHA0ZK+kuZ3IBtGFeBdkpYC+wLnRsSTLey7L9dF9rDWfZL2rPtdrkrlT0q6qcXPsuK5Pgzx+uDEko/nI2JKfYGy2jMnIk5vsv4LqaI0o17KIfsLrV79Q1Uv1c2/xCv/tucAN0XEhyVNJOvcrtn2m9M2Ijvom8X1kYh4cIvC7EC/LSKmStoH+JWkayNiST/77kt9XGp4t+pzfRji9cHXWNpnAXCMpD0AJO0mae8WtruVrL11mKTRwMHAHQOIY1dgZZo+sYX1fwu8W9IkyOJO5T8HPpf+g6gNJbuFiPg98C/Aqf3s+1lg55a/QeZXwEdS2/KeZE0O1jlcH4ZQfXBiaaTILCMAAADFSURBVJOIuA/4P8Av0mnxfLK24f5cCywF7ibrrvqrdafS2+I84F8k/ZqsnbpPEbGOrNniGkl3A1ekReeQnbovlbQszTfzfeDgVBF72/dNwH61i5Utfo+rgW5gGfAD4HZgQ4vbWslcH4ZWfXCXLtYxJL02Iv4oaXeyv1oPGuB/MmYdq8r1wddYrJPcIGkEsD1wTlUqkVlJKlsffMZiZma58jUWMzPLlROLmZnlyonFzMxy5cRiZma5cmIxM7NcObGYmVmu/j9gXx0kazGp2AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = category(data = dataset['PerformanceRating']\n",
    "           , x_label = 'PerformanceRating'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'PerformanceRating vs Attrition'\n",
    "           , a = 2)\n",
    "z1 = dataset['PerformanceRating'].hist(by=dataset['Attrition'],bins= 2,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in z1.flatten():\n",
    "    ax.set_xlabel(\"PerformanceRating\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### StockOptionLevel vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# StockOptionLevel vs Attrition\n",
    "B = category(data = dataset['StockOptionLevel']\n",
    "           , x_label = 'StockOptionLevel'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'StockOptionLevel vs Attrition'\n",
    "           , a = 5)\n",
    "B1 = dataset['StockOptionLevel'].hist(by=dataset['Attrition'],bins= 4,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in B1.flatten():\n",
    "    ax.set_xlabel(\"StockOptionLevel\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relationship Satisfaction vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4Oha4ulNxR2ysYZOHpD+0/W+SPjKkHIDWBZ4ixqsOtZOPA5dK+jRwM9XUJxE9ZaSex/bleYc2+9I9jqhslnZiewmwpLy+F9hnUwOL6KRhk4ftfy0vv2X7+637ymBgxLiXdhLj1Wju8/iHUZa9jKTdJF0v6S5Jd0g6qZRPkrRI0j3leedSLknnSFoh6VZJb6r3T4lo1Ea1k4h+NdKYx28BbwWmDDmfuyMwYRTv/SLwUds3SdoBWCZpEdUVKIttnynpFOAUqnO87wZml8dbgHN5ab6giJ60GdpJRF8aqeexNfBKqgSzQ8vjaaorQUZke/XgjKK2n6GafmE6MI/qrll4+d2z84CLXPlvqssVp9X+F0V01ya1k4h+NdKYx3eA70i60PZ9m/IhkmYBewM/AKbaXl0+Y7WkXUu16UDrLeGDd9auHvJeuSkqesbmbCcR/WSk01Z/Z/tk4B8lrXfViO1DR/MBkl4JfBU42fbTg5cwtqvapqzd5+amqOgZm6udRPSbkS7V/VJ5/uzGvrmkragSx8W2ryzFj0iaVnod04A1pXwVsFvL4SPeWRvRIza5nUT0o5FOWy0r6wx8wPYf1n3jMjvoecBdQ26Uuobqrtkzefnds9cAH5J0KdVA+VODp7cietWmtpOIfjXi9CS210maImnrjViMZj/gGOC2ltlFP0GVNC6TdDxwP3BE2XcdcDCwAngOOK7m50U0YhPbSURfGs3EiCuB70u6BvjJYOGGpl0os4sON8Axt019AyeMIp6IXrSSjWgnEf1qNMnjofLYgpemYMhAdcTLpZ3EuDKa5HGn7ctbCyQdMVzliHEq7STGldFMT3LqKMsixrO0kxhXRrrP491UA9jTJZ3TsmtHqqlHIsa9tJMYr0Y6bfUQsBQ4FFjWUv4M8GedDCqij6SdxLg00n0etwC3SJpqe2HrvjJD7t93OriIXpd2EuPVaMY8jmpT9v7NHEdEv0s7iXFlpDGPo4E/APYo164P2hF4tNOBRfSDtJMYr0Ya8/hPqhltJwOfayk38N5OBhXRR9JOYlwaaczjPuA+4LckzaH6dXUk8GOqyQ4jxr20kxivRjpt9Vqq87hHA48BXwFk+4AuxRbR8za1nUjaFvgusA1Ve7zC9mmS9gAuBSYBNwHHZN6s6CUjDZjfTTUH1e/afpvtfwDWdSesiL6xqe3kBeBA23sBc4CDJO0LnAWcbXs28ARw/GaOO2KTjJQ8fh94GLhe0hckzWX4iQ4jxqtNaidl2eVny+ZW5WHgQOCKUt66XHNETxg2edi+yvZ7gdcDS6hueJoq6VxJ7+pSfBE9bXO0E0kTyrIFa4BFwI+AJ20P3qE+uCRzRM/Y4H0etn9i+2Lbh1Ct7rccOKXjkUX0kU1pJ7bX2Z5TjtsHeEO7au2OlTRf0lJJS9euXbuR0UfUN5qbBH/J9uO2/9X2gZ0KKKLfbWw7sf0kVe9lX2CipMELWoZdktn2AtsDtgemTJmyKWFH1FIreUTE5lVWIJxYXm8HvAO4C7geOLxUa12uOaInjGY9j4jonGnAwrIO+hbAZbavlXQncKmkTwM3A+c1GWTEUB1LHpLOBw4B1tj+9VJ2OvABYPDk7CdsX1f2nUp1OeI64ETb3+xUbBG9wvatwN5tyu+lGv+I6EmdPG11IXBQm/Kzbc8pj8HEsSfVjVa/Vo755/JLLCIielDHkoft7wKPj7L6POBS2y/Y/jGwgvzqiojoWU0MmH9I0q2Szpe0cymbDjzQUmfY69pzaWJERPO6nTzOBV5NNQ3Dal6ahbTdHbltr2vPpYkREc3ravKw/Ui5IeoXwBd46dTUKmC3lqrDXtceERHN62rykDStZfP3gNvL62uAoyRtU2YTnQ3c0M3YIiJi9Dp5qe4lwP7AZEmrgNOA/cuaBwZWAh8EsH2HpMuAO4EXgRNsZwbfiIge1bHkYfvoNsXD3uhk+wzgjE7FExERm0+mJ4mIiNqSPCIiorYkj4iIqC3JIyIiakvyiIiI2pI8IiKitiSPiIioLckjIiJqS/KIiIjakjwiIqK2JI+IiKgtySMiImpL8ohokKTdJF0v6S5Jd0g6qZRPkrRI0j3leecNvVdENyV5RDTrReCjtt8A7AucIGlP4BRgse3ZwOKyHdEzkjwiGmR7te2byutngLuA6cA8YGGpthA4rJkII9pL8ojoEZJmAXsDPwCm2l4NVYIBdh3mmPmSlkpaunbt2m6FGpHkEdELJL0S+Cpwsu2nR3uc7QW2B2wPTJkypXMBRgzRseQh6XxJayTd3lLWdhBQlXMkrZB0q6Q3dSquiF4jaSuqxHGx7StL8SOSppX904A1TcUX0U4nex4XAgcNKRtuEPDdwOzymA+c28G4InqGJFEtz3yX7c+37LoGOLa8Pha4utuxRYykY8nD9neBx4cUDzcIOA+4yJX/BiYO/uqKGOP2A44BDpS0vDwOBs4E3inpHuCdZTuiZ2zZ5c972SCgpMFBwOnAAy31VpWy1UPfQNJ8qt4JM2fO7Gy0ER1m+3uAhtk9t5uxRNTRKwPm7RqP21XMAGFERPO6nTyGGwRcBezWUm8G8FCXY4uIiFHqdvIYbhDwGuCPylVX+wJPDZ7eioiI3tOxMQ9JlwD7A5MlrQJOoxr0u0zS8cD9wBGl+nXAwcAK4DnguE7FFRERm65jycP20cPsWm8Q0LaBEzoVS0REbF69MmAeERF9JMkjIiJqS/KIiIjakjwiIqK2JI+IiKgtySMiImpL8oiIiNqSPCIiorYkj4iIqC3JIyIiakvyiIiI2pI8IiKitiSPiIioLckjIiJqS/KIiIjakjwiGiTpfElrJN3eUjZJ0iJJ95TnnZuMMaKdJI+IZl0IHDSk7BRgse3ZwOKyHdFTkjwiGmT7u8DjQ4rnAQvL64XAYV0NKmIUOrYM7UgkrQSeAdYBL9oekDQJ+AowC1gJHGn7iSbii2jYVNurAWyvlrTrcBUlzQfmA8ycObNL4UU02/M4wPYc2wNlO131iJpsL7A9YHtgypQpTYcT40gvnbZKVz2i8oikaQDleU3D8USsp6nkYeA/JC0r3W4Y0lUH2nbVJc2XtFTS0rVr13Yp3IiuugY4trw+Fri6wVgi2mpkzAPYz/ZD5VzuIkl3j/ZA2wuABQADAwPuVIAR3SDpEmB/YLKkVcBpwJnAZZKOB+4Hjmguwoj2Gkketh8qz2skXQXsQ+mqlwHCdNVjXLB99DC75nY1kIiaun7aStL2knYYfA28C7iddNUjIvpGEz2PqcBVkgY//8u2vyHpRtJVj4joC11PHrbvBfZqU/4Y6apHRPSFXrpUNyIi+kSSR0RE1JbkERERtSV5REREbUkeERFRW5JHRETUluQRERG1JXlERERtSR4REVFbkkdERNSW5BEREbUleURERG1JHhERUVuSR0RE1JbkERERtSV5REREbUkeERFRW88lD0kHSfqhpBWSTmk6noimpC1EL+up5CFpAvBPwLuBPYGjJe3ZbFQR3Ze2EL2up5IHsA+wwva9tn8GXArMazimiCakLURPk+2mY/glSYcDB9n+47J9DPAW2x9qqTMfmF82Xwf8cJi3mww82sFwO6Uf4+7HmGH4uHe3PaXbwbQaTVso5aNpD2Pt/6eX9WPMMHLcbdvDlp2Npza1KXtZdrO9AFiwwTeSltoe2FyBdUs/xt2PMUPPx73BtgCjaw89/u8cVj/G3Y8xw8bF3WunrVYBu7VszwAeaiiWiCalLURP67XkcSMwW9IekrYGjgKuaTimiCakLURP66nTVrZflPQh4JvABOB823ds5Ntt8NRWj+rHuPsxZujhuNMWgP6Mux9jho2Iu6cGzCMioj/02mmriIjoA0keERFRW5JHRETUluQRtUnaR9Jvltd7SvqIpIObjqsOSRc1HUP0v/HcFnrqaqvxRtLrgenAD2w/21J+kO1vNBfZ8CSdRjXf0paSFgFvAZYAp0ja2/YZTcbXjqShl7gKOEDSRADbh3Y/qhiq39rDeG8LY/5qK0nH2b6g6TiGknQicAJwFzAHOMn21WXfTbbf1GR8w5F0G1W82wAPAzNsPy1pO6pG/8ZGA2xD0k3AncAXqe7SFnAJ1b0T2P5Oc9F1T6+2BejP9jDe28J4OG31yaYDGMYHgDfbPgzYH/grSSeVfe2mpugVL9peZ/s54Ee2nwaw/VPgF82GNqwBYBnwl8BTtpcAP7X9nfGSOIpebQvQn+1hXLeFMXHaStKtw+0CpnYzlhomDHbNba+UtD9whaTd6d3GAvAzSa8oDebNg4WSdqJHG4ztXwBnS7q8PD/CGPnbH6pP2wL0Z3sY121hrDSgqcD/Ap4YUi7gP7sfzqg8LGmO7eUAtp+VdAhwPvAbzYY2orfbfgF++Yc4aCvg2GZCGh3bq4AjJL0HeLrpeDqkH9sC9Gd7GNdtYUyMeUg6D7jA9vfa7Puy7T9oIKwRSZpB1e19uM2+/Wx/v4Gwos/1Y1uAtId+NCaSR0REdNd4GDCPiIjNLMkjIiJqG9fJQ9I6Scsl3S7p3wdvlNnAMc9uYP9ESX/asv0qSVdsjnhb3nOJpPVW/ZI0IOmcDRy7haRzyr/5Nkk3StpjA8ecLOkVLdvXjfRdSfptSXeU73a70fybWo49TNKeLdufkvSOOu8R9aUtpC3UZnvcPoBnW14vBP6yzjHD7J8F3N7huJcAAxt57NHAFcAWZXsGsPMGjlkJTK7xGf8CHLeR8V0IHN7038Z4e6QtpC3UfYzrnscQ/0U1NQIAkv68/BK5VdJ6N1dJeqWkxZJuKr9a5pVdZwKvLr80PiNplqTbyzHbSrqg1L9Z0gGl/P2SrpT0DUn3SPp/pXyCpAtbfhn9WUsIR0i6QdL/SPrtUn9/SdeW16dL+pKkb5f3/EA5bhqw2uXSQturbD9RjjlX0tLyS+mTpexE4FXA9ZKuL2UrJU2WtL2kr0m6pcT4Xkl/DBwJ/LWki0f4npD0R+X7vaXE+lbgUOAz5ft7dfn3H17qzy3f222Szpe0TUs8n2z5jNdv3J9AFGkLaQsb1nT2avJB+eVEtVLb5cBBZftdVCtrierU3rVU13S3HrMlsGN5PRlYUerPouXXVus28FGqyygBXg/cD2wLvB+4F9ipbN9HtX71m4FFLe81sTwvAT5XXh8MfKu83h+4trw+HbgF2K7E9wDVH/4Mql9Py4HPAXu3vP+klu9jCfDGsr2Sll9bg9vA7wNfaCnfyUN+MY3wPf0a8MPB92357F8e27pdvpcHgNeW8ouAk1vi+XB5/afAF5v+2+q3R9pC2kLdx3jveWwnaTnwGDAJWFTK31UeNwM3Uf1xzx5yrIC/UXVH77eofqlt6A7etwFfArB9N1XDeG3Zt9j2U7afp5p7ZneqRvSrkv5B0kG8/GaeK8vzMqpG2c7Vtn9q+1HgemAfVzcHvQ44leou2MWS5pb6R6qa++Zmqj/oPdu9aYvbgHdIOkvSb9t+qk2d4b6nA4ErSmzYfnwDn/U64Me2/6dsLwTe3rJ/NN9HDC9tIW2hlvGePH5qew7VH+fWVBOzQfWf/Le255THa2yfN+TY9wFTqObjmQM8QvWLYCQjTbPwQsvrdcCWrrrQe1H98jmBajKzofXXMfxMAUNv4jGA7Rdsf932nwN/AxymaqDwY8BcVxO6fW1D/57yx/tmqobzt5L+uk214b4ntYlvJBuaomI030cML20hbaGW8Z48ACi/Ek4EPiZpK+CbwP+W9EoASdMl7TrksJ2ANbZ/Xs7X7l7KnwF2GOajvkv1B4Sk1wIzqbqrbUmaTDWY91Xgr4C6M4vOK+eWd6Hqxt8o6U2SXlXefwvgjVS/+nYEfgI8JWkq1VTTg9r+m8r7PGf734DPDhPfcN/TYqpfd7uU95o00mcBdwOzJL2mbB8DjKdJDbsibSFtYbTyC62wfbOkW4CjbH9J0huA/5IE8Czwh8CalkMuBv5d0lKqc6Z3l/d5TNL3VQ0Mfh34p5Zj/hn4F1VTOb8IvN/2C+Uz2pkOXFD+sKHqXtdxA9WvppnA/7X9kKQ3Al8YHGArdf7R9vOSbgbuoDpF0DodxALg65JW2z6gpfw3qAb0fgH8HPiTNjEM9z3dIekM4DuS1lGdHng/cFDQOHcAAABhSURBVGmJ70Sq87uU+s9LOg64XNKWwI1UV7LEZpa2kLYwGpmeZIySdDrVgOZnm44loklpC52R01YREVFbeh4REVFbeh4REVFbkkdERNSW5BEREbUleURERG1JHhERUdv/B1SQ4UpoiukXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "C = category(data = dataset['RelationshipSatisfaction']\n",
    "           , x_label = 'RelationshipSatisfaction'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'RelationshipSatisfaction vs Attrition'\n",
    "           , a = 5)\n",
    "C1 = dataset['RelationshipSatisfaction'].hist(by=dataset['Attrition'],bins= 4,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in C1.flatten():\n",
    "    ax.set_xlabel(\"RelationshipSatisfaction\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Work Life Balance vs Attrition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = category(data = dataset['WorkLifeBalance']\n",
    "           , x_label = 'WorkLifeBalance'\n",
    "           , y_label = 'Attrition'\n",
    "           , title = 'WorkLifeBalance vs Attrition'\n",
    "           , a = 10)\n",
    "D1 = dataset['WorkLifeBalance'].hist(by=dataset['Attrition'],bins= 10,density=False,histtype='bar',align='mid', orientation='vertical',edgecolor='black')\n",
    "for ax in D1.flatten():\n",
    "    ax.set_xlabel(\"WorkLifeBalance\")\n",
    "    ax.set_ylabel(\"Attrition\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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